lixus7/Time-Series-Works-Conferences

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

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updated Sep 29, 2026

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README

Time-Series Works and Conferences

About Me (Du Yin)

I am a Ph.D. student in the School of Computer Science and Engineering (CSE) at UNSW Sydney, Australia, where I am fortunate to be co-supervised by Prof. Flora Salim and Dr. Hao Xue.

My research is driven by a strong passion for Time-Series Research and Deep Learning. Currently, my work focuses on developing next-generation Time-Series Foundation Models (TSFMs), generative modeling, and scalable frameworks for complex temporal and spatio-temporal data mining.

Prior to joining UNSW, I received my Master's degree, during which I had the privilege of being advised by Prof. Xuan Song, Dr. Quanjun Chen, and Prof. Renhe Jiang.

Backlog (To do):

Recent Time Series Works Grouped by Task

Multivariat Time Series Forecasting
Multivariat Probabilistic Time Series Forecasting
Time Series Imputation
Time Series Anomaly Detection
Demand Prediction
Time Series Generation
Travel Time Estimation
Traffic Location Prediction
Event Prediction
Stock Prediction
Other Forecasting

Multivariat Time Series Forecasting

Task	Data	Model	Paper	Code	Publication

Foundation Multivariat	TimesNet	Olivia	Olivia: Harmonizing Time Series Foundation Models with Power Spectral Density	None	ICML 2026
Foundation Multivariat	TimesNet	Time-PEFT	Time-PEFT: Temporal and Multichannel Complexity-Based Fine-Tuning for Time-Series Foundation Models	None	ICML 2026
Foundation Multivariat	TimesNet		Universal Redundancies in Time Series Foundation Models	Code	ICML 2026
LLM Reasoning	TimesNet	VeriTime	Time Series Reasoning via Process-Verifiable Thinking Data Synthesis and Scheduling for Tailored LLM Reasoning	None	ICML 2026
LLM Medical	HAR-CoT Sleep-CoT ECG-QA MIMIC	OpenTSLM	OpenTSLM: Time-Series Language Models for Reasoning over Multivariate Medical Text- and Time-Series Data	Code	ICML 2026
LLM Benchmark	Health TS	HEARTS	HEARTS: Benchmarking LLM Reasoning on Health Time Series	Code	ICML 2026
Position	TimesNet		Position: Time-Series Foundation Models Require Explicit Domain-Level Benchmarks	None	ICML 2026
Foundation Benchmark	ZTF	StarEmbed	StarEmbed: Benchmarking Time Series Foundation Models on Astronomical Observations of Variable Stars	Code	ICML 2026
Physiological	MIMIC PhysioNet		Self-Supervised Dynamical System Representations for Physiological Time-Series	Code	ICML 2026
Dataset Condensat	TimesNet		One Batch Is Enough: A Unified Dataset Condensation Framework for General Time Series Analysis	None	ICML 2026
Foundation Multivariat	TimesNet	Zeus	Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis	None	ICML 2026
Dataset Multimodal	TelecomTS		TelecomTS: A Multi-Modal Observability Dataset for Time Series and Language Analysis	Code	ICML 2026
Multimodal Alignment	TimesNet		Time Series, Vision, and Language: Exploring the Limits of Alignment in Contrastive Representation Spaces	None	ICML 2026
Multivariat	TimesNet	L-Drive	L-Drive: Beyond a Single Mapping—Latent Context Drives Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet	ConFlux	ConFlux: Multivariate Time Series in Flux, One Unified Forecast in Confluence	None	ICML 2026
Multivariat	TimesNet	PESD-TSF	PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet		Parameter Decorrelation via Transition-Variance Alignment for Multivariate Time-series Forecasting	None	ICML 2026
Benchmark	TimesNet	TIME	It's TIME: Towards the Next Generation of Time Series Forecasting Benchmarks	Code	ICML 2026
Robust Multivariat	TimesNet	DropoutTS	DropoutTS: Sample-Adaptive Dropout for Robust Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet		Time-series forecasting through the lens of dynamics	Code	ICML 2026
Weather Benchmark	WEATHER-5K		Benchmarking Physics-Informed Time-Series Models for Operational Global Station Weather Forecasting	Code	ICML 2026
Efficient Multivariat	TimesNet	BPE	Byte Pair Encoding for Efficient Time Series Forecasting	None	ICML 2026
Backdoor Defense	TimesNet	TimeGuard	TimeGuard: Channel-wise Pool Training for Backdoor Defense in Time Series Forecasting	Code	ICML 2026
Counterfac	TimesNet		What if Tomorrow is the World Cup Final? Counterfactual Time Series Forecasting with Textual Conditions	None	ICML 2026
Distillation	TimesNet		Beyond Point Predictions: Manifold Expansion and Dual Alignment for Robust Time Series Distillation	None	ICML 2026
Foundation Multivariat	TimesNet		Channel Adapter for Time Series Foundation Models in Zero-Shot Multivariate Forecasting	None	ICML 2026
Multivariat	TimesNet		Beyond Extrapolation: Knowledge Utilization Paradigm with Bidirectional Inspiration for Time Series Forecasting	None	ICML 2026
Source-Free Multivariat	TimesNet	TimePD	Invariant Representation Learning for Source-Free Time Series Forecasting with LLM-Centric Proxy Denoising	Code	ICML 2026
Multivariat	TimesNet	FIPN	FIPN: Forward Self-Organizing Interpretable Polynomial Networks for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	DMANet	Anti-Aliasing Matters: A Dynamic Network for Time Series Forecasting	Code	ICML 2026
Non-stationary Multivariat	TimesNet	DSENet	DSENet: A Novel Dual-Stream Enhancement Network for Multi-Scale Non-Stationary Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	Crisp	Crisp: A Spectral-Based Interaction Strategy for Multivariate Time Series Forecasting	None	ICML 2026
Analysis	TimesNet		Beyond Model Ranking: Predictability-Aligned Evaluation for Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet	KITE	KITE: Knowledge-Guided Probabilistic Modeling for Time Series Forecasting with Exogenous Variables	None	ICML 2026
LLM Multivariat	TimesNet	TsLLM	TsLLM: Augmenting LLMs for General Time Series Understanding and Prediction	None	ICML 2026
Multivariat	TimesNet	ReNF	ReNF: Rethinking the Principles of Neural Long-Term Time Series Forecasters	Code	ICML 2026
Multivariat	TimesNet		Reviving Error Correction in Modern Deep Time-Series Forecasting	Code	ICML 2026
Multivariat	TimesNet	MemCast	MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning	Code	ICML 2026
Adversarial Multivariat	TimesNet	TSFAdv	TSFAdv: Frequency-Guided Black-Box Adversarial Attacks on Time Series Forecasting	None	ICML 2026
Non-stationary Multivariat	TimesNet	Dynamic TMoE	Dynamic TMoE: A Drift-Aware Dynamic Mixture of Experts Framework for Non-Stationary Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet	Fern	Ellipsoidal Time Series Forecasting	None	ICML 2026
Generative Multivariat	TimesNet	CoGenCast	CoGenCast: A Coupled Autoregressive–Flow Generative Framework for Time Series Forecasting	Code	ICML 2026
Multivariat	TimesNet	StretchTime	StretchTime: Adaptive Time Series Forecasting via Symplectic Attention	None	ICML 2026
Robust Multivariat	TimesNet		Robust Inter-Series Dependency Modeling for Time Series Forecasting via Information-Theoretic Alignment	None	ICML 2026
Analysis	TimesNet	CombiTS	CombinationTS: A Modular Framework for Understanding Time-Series Forecasting Models	Code	ICML 2026
Foundation Multivariat	TimesNet		See More, Forecast Better and Faster: Enhancing Time Series Foundation Models via Inference-Time Plug-and-Play Downsampling	Code	ICML 2026
Robust Multivariat	TimesNet	TameR	Taming the Recent-Data Bias: Towards Robust Time Series Forecasting with Global Context	Code	ICML 2026
Multivariat	TimesNet	KineFlow	KineFlow: Kinematic Second-Order Flow Matching for Time-Series Forecasting	None	ICML 2026
Multivariat	TimesNet	LatentTSF	From Observations to States: Latent Time Series Forecasting	Code	ICML 2026
Foundation Multivariat	TimesNet	Baguan-TS	Baguan-TS: dual in-context learning model for time series forecasting with covariates	None	ICML 2026
Position	TimesNet		Position: Current Benchmarking Hinders Real Progress in Deep Learning for Time Series Forecasting	Code	ICML 2026
LLM Multivariat	TimesNet	TimeMRA	TimeMRA: LLM-Empowered Time Series Forecasting via Multi-Scale Retrieval-Augmented Representations	None	ICML 2026
Multimodal Evaluation	TimesNet		Rethinking Multimodal Time-Series Forecasting Evaluation	None	ICML 2026
Irregular Multivariat	TimesNet	TFMixer	Bridging Time and Frequency: A Joint Modeling Framework for Irregular Multivariate Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	DAG	DAG: A Dual Correlation Network for Time Series Forecasting with Exogenous Variables	Code	ICML 2026
Robust Multivariat	TimesNet	SEER	SEER: Transformer-based Robust Time Series Forecasting via Automated Patch Enhancement and Replacement	None	ICML 2026
Multivariat	TimesNet	TimeSeed	TimeSeed: Effective Time Series Forecasting with Sparse Endogenous Variables	None	ICML 2026
Multivariat	TimesNet		Information Geometry Loss for Time Series Forecasting	None	ICML 2026
Multivariat	TimesNet	KUMA	KUMA: A Novel Framework with Koopman Separation and Efficient Multilevel Extraction in Time Series Forecasting	None	ICML 2026
Scaling Multivariat	TimesNet		Revealing Scaling Behavior in Large-scale Time Series Models: Implications for More Efficient and Accurate Forecasting	None	ICML 2026
Non-stationary Multivariat	TimesNet	PULSE	PULSE: Generative Phase Evolution for Non-Stationary Time Series Forecasting	Code	ICML 2026
Diffusion Multivariat	TimesNet		Not All Frequencies Are Equal: Energy-Adaptive Diffusion for Time Series Forecasting	None	ICML 2026
Irregular Medical	MIMIC	MoRGEN	MoRGEN: Mixture-of-Resolutions Generative Forecasting for Irregularly Sampled Medical Time-Series Data	None	ICML 2026
Multivariat	TimesNet	MixLinear	MixLinear: Extreme Low Resource Multivariate Time Series Forecasting with Parameters	Code	ICLR 2026
Multivariat	TimesNet	CoRA	CoRA: Boosting Time Series Foundation Models for Multivariate Forecasting through Correlation-aware Adapter	Code	ICLR 2026
Multivariat	TimesNet	PHAT	PHAT: Modeling Period Heterogeneity for Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	Numerion	Numerion: A Multi-Hypercomplex Model for Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	COSA	COSA: Context-aware Output-Space Adapter for Test-Time Adaptation in Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	CPiRi	CPiRi: Channel Permutation-Invariant Relational Interaction for Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	GTR	Enhancing Multivariate Time Series Forecasting with Global Temporal Retrieval	Code	ICLR 2026
Multivariat	TimesNet	TimeAli	Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		Are Global Dependencies Necessary? Scalable Time Series Forecasting via Local Cross-Variate Modeling	Code	ICLR 2026
Multivariat	TimesNet	GCGNet	GCGNet: Graph-Consistent Generative Network for Time Series Forecasting with Exogenous Variables	Code	ICLR 2026
Multivariat	TimesNet		Test-Time Efficient Pretrained Model Portfolios for Time Series Forecasting	None	ICLR 2026
Multivariat	TimesNet	MMPD	MMPD: Diverse Time Series Forecasting via Multi-Mode Patch Diffusion Loss	Code	ICLR 2026
Robust Multivariat	TimesNet		Local Geometry Attention for Time Series Forecasting under Realistic Corruptions	Code	ICLR 2026
Multivariat	TimesNet	FACT	FACT: Fine-grained Across-variable Convolution for Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		Unlocking the Value of Text: Event-Driven Reasoning and Multi-Level Alignment for Time Series Forecasting	Code	ICLR 2026
Foundation Multivariat		Aurora	Aurora: Towards Universal Generative Multimodal Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		The Forecast After the Forecast: A Post-Processing Shift in Time Series	Code	ICLR 2026
Multivariat	TimesNet	ADAPT-Z	Online time series prediction using feature adjustment	Code	ICLR 2026
Robust Multivariat	ETT Weather EPA-Air	CTF	Towards Robust Real-World Multivariate Time Series Forecasting: A Unified Framework for Dependency, Asynchrony, and Missingness	Code	ICLR 2026
Multivariat	TimesNet	xCPD	Routing Channel-Patch Dependencies in Time Series Forecasting with Graph Spectral Decomposition	Code	ICLR 2026
Irregular Multivariat		ASTGI	ASTGI: Adaptive Spatio-Temporal Graph Interactions for Irregular Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	ProtoTS	ProtoTS: Learning Hierarchical Prototypes for Explainable Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	PhaseFormer	PhaseFormer: From Patches to Phases for Efficient and Effective Time Series Forecasting	Code	ICLR 2026
Irregular Multivariat		ReIMTS	Learning Recursive Multi-Scale Representations for Irregular Multivariate Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet		Characteristic Root Analysis and Regularization for Linear Time Series Forecasting	Code	ICLR 2026
Multivariat	TimesNet	SE-LLM	Semantic-Enhanced Time-Series Forecasting via Large Language Models	Code	ICLR 2026
Analysis	TimesNet	TimeRecipe	TimeRecipe: A Time-Series Forecasting Recipe via Benchmarking Module Level Effectiveness	Code	ICLR 2026
Multivariat	TimesNet	ShifTS	Tackling Time-Series Forecasting Generalization via Mitigating Concept Drift	Code	ICLR 2026
Multivariat	TimesNet	QDF	Quadratic Direct Forecast for Training Multi-Step Time-Series Forecast Models	Code	ICLR 2026
Multivariat	TimesNet	DistDF	DistDF: Time-series Forecasting Needs Joint-distribution Wasserstein Alignment	Code	ICLR 2026
Traffic	NGSIM HighD		Micro-Macro Coupled Koopman Modeling on Graph for Traffic Flow Prediction	None	ICLR 2026
Evolve Traffic	METR-LA PEMS	STBP	A General Spatio-Temporal Backbone with Scalable Contextual Pattern Bank for Urban Continual Forecasting	Code	ICLR 2026
Analysis	TimesNet		Beyond Accuracy: Are Time Series Foundation Models Well-Calibrated?	Code	ICLR 2026
Foundation Multivariat	TimesNet	UniCA	UniCA: Unified Covariate Adaptation for Time Series Foundation Model	Code	ICLR 2026
Multivariat	TimesNet	TimeOmni-1	TimeOmni-1: Incentivizing Complex Reasoning with Time Series in Large Language Models	Code	ICLR 2026
Foundation Multivariat	TimesNet		Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment	Code	ICLR 2026
Foundation Multivariat	TimesNet		Adapt Data to Model: Adaptive Transformation Optimization for Domain-shared Time Series Foundation Models	Code	ICLR 2026
FL Foundation	TimesNet	FeDaL	FeDaL: Federated Dataset Learning for General Time Series Foundation Models	Code	ICLR 2026
Foundation Multivariat	TimesNet	SwiftTS	SwiftTS: A Swift Selection Framework for Time Series Pre-trained Models via Multi-task Meta-Learning	Code	ICLR 2026
Foundation Multivariat	TimesNet	SFF	Lost in the Non-convex Loss Landscape: How to Fine-tune the Large Time Series Model?	Code	ICLR 2026
Foundation Multivariat	TimesNet	GTM	GTM: A General Time-series Model for Enhanced Representation Learning of Time-Series data	Code	ICLR 2026
Multivariat	TimesNet		Multi-Scale Hypergraph Meets LLMs: Aligning Large Language Models for Time Series Analysis	Code	ICLR 2026
Multivariat	TimesNet	AutoDA	AutoDA-Timeseries: Automated Data Augmentation for Time Series	Code	ICLR 2026
Foundation Multivariat	TimesNet	TS-Memory	TS-Memory: Plug-and-Play Memory for Time Series Foundation Models	Code	KDD 2026
Multivariat			Eliciting Frequency-Conditioned Spatial Dynamics for Long-Term Spatio-Temporal Forecasting	Code	KDD 2026
Multivariat	TimesNet	CCD	CCD: Capturing Cross-Correlations with Deformable Convolutional Networks for Multivariate Time Series Forecasting	Code	KDD 2026
Multivariat	TimesNet	STM3	STM3: Mixture of Multiscale Mamba for Long-Term Spatio-Temporal Time-Series Prediction	Code	KDD 2026
Multivariat	TimesNet	CAST-Norm	CAST-Norm: Coupled Adaptive Spatio-Temporal Normalization for Multivariate Time Series Forecasting	Code	KDD 2026
Multivariat	TimesNet	RePatch	RePatch: Learning Entropy-Guided Patch Structures with Quantized Representations for Time Series Forecasting	Code	KDD 2026
Traffic	LargeST	STUNet	Unified Spatio-Temporal Tokens are Bases for Generalizable Traffic Forecasting	Code	KDD 2026
Traffic	PEMS	HURST	HURST: Heterogeneity-Adaptive Urban Foundation Models for Spatiotemporal Prediction via Self-Partitional Mixture-of-Spatial-Experts	None	KDD 2026
Multivariat	TimesNet	SARAF	Stationarity-Aware Retrieval-Augmented Time Series Forecasting	Code	KDD 2026
Multivariat	TimesNet	TS-MTM	TS-MTM: Temporal-Spectral Masked Time-Series Modeling for Forecasting	Code	KDD 2026
Traffic	PEMS		Beyond Language Processing: LLMs Rules-Injected Instruction Tuning for Traffic Prediction	Code	KDD 2026
Multivariat			Orbit-Adaptive Zero-Shot Forecasting on Spatio-Temporal Graph	Code	KDD 2026
Multivariat	TimesNet		One Step Closer to Ground Truth: A Multi-Scale Residual-Aware Representation Learning Pipeline for Predicting Time Series Data	None	KDD 2026
Multivariat		GODM	GODM: Graph Orthogonal Diffusion Models for Spatio-Temporal Forecasting	Code	KDD 2026
Multivariat	TimesNet	FAiT	FAiT: Frequency-Aware Inverted Transformer for Multivariate Time Series Forecasting	Code	KDD 2026
Multivariat			Invariant Structure Learning with Pre-trained Language Models for Spatio-temporal Graph	Code	KDD 2026
Traffic	NYC Washington DC Chicago	FreMo	Frequency-Domain Multi-Modality Transportation Modeling	Code	KDD 2026
Multivariat	TimesNet	PatchCLE	PatchCLE: Breaking the Linear Representation Bottleneck in Time Series Forecasting via Soft Contrastive Learning	Code	KDD 2026
Foundation Multivariat	TimesNet	MEMTS	MEMTS: Internalizing Domain Knowledge via Parameterized Memory for Retrieval-Free Domain Adaptation of Time Series Foundation Models	None	KDD 2026
Multivariat	TimesNet		Beyond Linear Dynamics: Neural Bilinear Dynamical Models for Time Series Forecasting	Code	KDD 2026
Traffic	PeMSD4 PeMSD8 FT-AED HK-Traffic	FedTT	FedTT: A Federated Spatio-Temporal Learning Framework for Cross-City Traffic Knowledge Transfer	Code	KDD 2026
Multivariat	TimesNet		Forecasting as Rendering: A 2D Gaussian Splatting Framework for Time Series Forecasting	Code	KDD 2026
Multivariat	TimesNet		Efficient Test-Time Scaling for LLM-based Time Series Forecasting	Code	KDD 2026
Domain Forecasting	TimesNet	Aura	Aura: Universal Multi-dimensional Exogenous Integration for Aviation Time Series	None	KDD 2026
Foundation Multivariat	EpiRecipe US disease surveillance	CAPE	Lightweight Wrappers for Adapting Time Series Foundation Models to Regional Drought Forecasting	Code	KDD 2026
Multivariat	TimesNet	DSPR	DSPR: Dual-Stream Physics-Residual Networks for Trustworthy Industrial Time Series Forecasting	None	KDD 2026
Domain Forecasting			Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction	Code	KDD 2026
Foundation Multivariat	Meteorology Carbon flux Soil moisture Energy grid	Guard	When to Trust, How to Distill: Multi-Foundation Model Guidance for Lightweight, Robust Scientific Time Series Forecasting	Code	KDD 2026
Foundation Multivariat		UrbanFM	UrbanFM: Scaling Urban Spatio-Temporal Foundation Models	None	KDD 2026
Traffic	CHITaxi WSHTaxi CHIBike PeMS	CSSG	CSSG: A Continuous Spatio-temporal Graph Learning Framework with Scalable Spatial Granularity	Code	KDD 2026
Traffic	PEMS	MoST	MoST: A Foundation Model for Multi-modality Spatio-temporal Traffic Prediction	Code	KDD 2026
Multivariat		FaST	FaST: Efficient and Effective Long-Horizon Forecasting for Large-Scale Spatial-Temporal Graphs via Mixture-of-Experts	Code	KDD 2026
Traffic	PEMS		Incident-Guided Spatiotemporal Traffic Forecasting	Code	KDD 2026
Multivariat	TimesNet	TimeDistill	TimeDistill: Efficient Long-Term Time Series Forecasting with MLP via Cross-Architecture Distillation	Code	KDD 2026
Multivariat	TimesNet	LoFT-LLM	LoFT-LLM: Low-Frequency Time-series Forecasting with Large Language Models	Code	KDD 2026
Multivariat	TimesNet		Neural Predictive Control to Coordinate Discrete- and Continuous-Time Models for Time-Series Analysis with Control-Theoretical Improvements	None	KDD 2026
Multivariat	TimesNet		How to Train Your Mamba for Time Series Forecasting	None	KDD 2026
Traffic	PEMS		Towards Resilient Transportation: A Conditional Transformer for Accident-Informed Traffic Forecasting	Code	KDD 2026
Multivariat	TimesNet		From Tokenizer Bias to Backbone Capability: A Controlled Study of LLMs for Time Series Forecasting	Code	KDD 2026
Traffic	PEMS	ChannelMTS	ChannelMTS: A Multi-modal Time-Series Framework for High-Speed Railway Channel Prediction	None	KDD 2026
Foundation Multivariat			Toward Green Computing: General Carbon Intensity Forecasting via Dual Graph Empowered Time Series Foundation Model	None	WWW 2026
Multivariat	TimesNet		Cross-city Time Series Forecasting with Retrieval-Augmented Large Language Models	None	WWW 2026
Multivariat	TimesNet		Automated Model Selection for Multivariate Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet	GFMixer	GFMixer: Decoupled Temporal Gradient and Fourier-Aware Attention for Time Series Forecasting	Code	WWW 2026
Multivariat	TimesNet	CRAFT	Efficient High-Dimensional Time Series Forecasting with Transformers: A Channel Reordering Perspective	None	WWW 2026
Multivariat	TimesNet	DynaME	Dynamic Multi-period Experts for Online Time Series Forecasting	Code	WWW 2026
Multivariat	TimesNet	Re-Diffusion	Re-Diffusion: Modeling Latent Residuals with Diffusion for Time-Series Forecasting	None	WWW 2026
FL Multivariat	TimesNet	FedRMamba	FedRMamba: Federated Residual Mamba for Multivariate Time-Series Forecasting	None	WWW 2026
Multivariat			Delay-Aware Graph Neural Stochastic Differential Equations for Financial Time Series Modeling and Forecasting	None	WWW 2026
Multivariat			Energy-Efficient Training-Free Zero-Inflation Correction for Rainfall Forecasting with Time-Series Foundation Models	Code	WWW 2026
Multivariat	TimesNet		Modeling Point-to-Point Dependency for High-Dimensional Long-Term Series Forecasting	Code	WWW 2026
Multivariat	TimesNet		Lifting Manifolds to Mitigate Pseudo-Alignment in LLM4TS	Code	WWW 2026
Foundation Multivariat	TimesNet	QuiZSF	QuiZSF: A Retrieval-Augmented Framework for Zero-Shot Time Series Forecasting	None	WWW 2026
Multivariat	TimesNet	SEMixer	SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting	Code	WWW 2026
Multivariat		Time-TK	Time-TK: A Multi-Offset Temporal Interaction Framework Combining Transformer and Kolmogorov-Arnold Networks for Time Series Forecasting	Code	WWW 2026
Multivariat	TimesNet		Enhancing Large Language Models for Time-Series Forecasting via Vector-Injected In-Context Learning	None	WWW 2026
Multivariat	TimesNet	EEO-TFV	EEO-TFV: Escape-Explore Optimizer for Web-Scale Time-Series Forecasting and Vision Analysis	None	WWW 2026
Multivariat	TimesNet		Back to the Future: Look-ahead Augmentation and Parallel Self-Refinement for Time Series Forecasting	Code	WWW 2026
Traffic	NYC PeMS	PLM-CUP	Exploiting Pre-trained Language Model for Cross-city Urban Flow Prediction Guided by Information-theoretic Analysis	Code	AAAI 2026
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	MetaDG	Meta Dynamic Graph for Traffic Flow Prediction	Code	AAAI 2026
FL Traffic	HZMetro SHMetro NYC-Bike NYC-Taxi	FedSTGD	Unlocking Dynamic Inter-Client Spatial Dependencies: A Federated Spatio-temporal Graph Learning Method for Traffic Flow Forecasting	None	AAAI 2026
FL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	FedHINT	Inter-Client Dependency Recovery with Hidden Global Components for Federated Traffic Prediction	Code	AAAI 2026
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	HyperD	HyperD: Hybrid Periodicity Decoupling Framework for Traffic Forecasting	Code	AAAI 2026
Traffic	PEMS07 PEMS08 PEMS-BAY METR-LA Melbourne	GenCast	Generalising Traffic Forecasting to Regions Without Traffic Observations	Code	AAAI 2026
Traffic Kriging	PEMS03 PEMS04 PEMS-BAY AIR36 USHCN	DarkFarseer	DarkFarseer: Robust Spatio-Temporal Kriging Under Graph Sparsity and Noise	Code	AAAI 2026
ST Estimation	JNTaxi JHSales BJAir METR-LA PEMS08	WaveDiST	WaveDiST: A Wavelet Diffusion Transformer for Spatio-Temporal Estimation on Unobserved Locations	Code	AAAI 2026
FL Traffic	METR-LA PEMS04 PEMS07 PEMS08 PEMS-BAY	SC-FSGL	Causality-inspired Federated Learning for Dynamic Spatio-Temporal Graphs	None	AAAI 2026
Multivariat	TimesNet	ReCast	ReCast: Reliability-aware Codebook-assisted Lightweight Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	TimeCAP	TimeCAP: A Channel-Aware Pre-Training Framework for Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	CometNet	CometNet: Contextual Motif-guided Long-term Time Series Forecasting	None	AAAI 2026
Multivariat	ETT Weather ECL Traffic PEMS	IdealTSF	IdealTSF: Can Non-Ideal Data Contribute to Enhancing the Performance of Time Series Forecasting Models?	Code	AAAI 2026
Irregular Multivariat		APN	Revitalizing Canonical Pre-Alignment for Irregular Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet		Goal-Oriented Time-Series Forecasting: Foundation Framework Design	Code	AAAI 2026
Multivariat	TimesNet	MDMLP-EIA	MDMLP-EIA: Multi-domain Dynamic MLPs with Energy Invariant Attention for Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	Sonnet	Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting	Code	AAAI 2026
FL Multivariat		FedSkeleton	FedSkeleton: Secure Multi-Party Graph Skeleton Construction for Privacy-Preserving Federated Time-Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	T3Time	T3Time: Tri-Modal Time Series Forecasting via Adaptive Multi-Head Alignment and Residual Fusion	Code	AAAI 2026
Multivariat	TimesNet	FreDN	FreDN: Spectral Disentanglement for Time Series Forecasting via Learnable Frequency Decomposition	Code	AAAI 2026
Multivariat	TimesNet	OccamVTS	OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting	Code	AAAI 2026
Multivariat	ETT ECL Traffic Weather	DTAF	Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing	Code	AAAI 2026
Multivariat	TimesNet	TimeMosaic	TimeMosaic: Temporal Heterogeneity Guided Time Series Forecasting via Adaptive Granularity Patch and Segment-wise Decoding	Code	AAAI 2026
Multivariat	TimesNet	XLinear	XLinear: A Lightweight and Accurate MLP-Based Model for Long-Term Time Series Forecasting with Exogenous Inputs	Code	AAAI 2026
Attack Multivariat	TimesNet	TDBA	Beyond Immediate Activation: Temporally Decoupled Backdoor Attacks on Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	DeepBooTS	DeepBooTS: Dual-Stream Residual Boosting for Drift-Resilient Time-Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	EMAformer	EMAformer: Enhancing Transformer Through Embedding Armor for Time Series Forecasting	Code	AAAI 2026
FL Multivariat			Optimal Look-back Horizon for Time Series Forecasting in Federated Learning	None	AAAI 2026
Multivariat	TimesNet	M2FMoE	M2FMoE: Multi-Resolution Multi-View Frequency Mixture-of-Experts for Extreme-Adaptive Time Series Forecasting	Code	AAAI 2026
Irregular Multivariat			Rethinking Irregular Time Series Forecasting: A Simple Yet Effective Baseline	Code	AAAI 2026
Multivariat	TimesNet	HN-MVTS	HN-MVTS: HyperNetwork-based Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	APT	APT: Affine Prototype-Timestamp for Time Series Forecasting Under Distribution Shift	Code	AAAI 2026
Multivariat	TimesNet	FreqCycle	FreqCycle: A Multi-Scale Time-Frequency Analysis Method for Time Series Forecasting	Code	AAAI 2026
Foundation Multivariat	TimesNet	ORTCL	ORTCL: Towards Continual Learning of Time Series Foundation Models on Streaming Data via Orthogonal Rotation	None	AAAI 2026
Multivariat	TimesNet	GraFT	GraFT: Infusing Pre-trained Transformers with Relational Structure for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	STrans	STrans: Spontaneous Architecture Evolution for Adaptive Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	FeTS	FeTS: A Feature-Aware Framework for Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet		Sparse-Scale Transformer with Bidirectional Awareness for Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet	M3Time	M3Time: LLM-Enhanced Multi-Modal, Multi-Scale, and Multi-Frequency Multivariate Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	TimePMG	TimePMG: LLM-Based Time Series Forecasting with Period-Aware Multi-Scale Decomposition and Group-Wise Alignment	None	AAAI 2026
Multivariat	TimesNet	ProCAST	ProCAST: A Projection Framework for Coupled Aggregation Constrained Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	TimesNet		Unifying Channel Independence and Mixing: Multi-Scale Patch Recursion for Global-local Representation Synergy in Multivariate Time Series Forecasting	Code	AAAI 2026
Multivariat	ETT Electricity Traffic CA		Harmonic Dataset Distillation for Time Series Forecasting	None	AAAI 2026
Multivariat	TimesNet	SEMPO	SEMPO: Lightweight Foundation Models for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	TARFVAE	TARFVAE: Efficient One-Step Generative Time Series Forecasting via TARFLOW based VAE	Code	NIPS 2025
Multivariat	TimesNet	MAFS	Many Minds, One Goal: Time Series Forecasting via Sub-task Specialization and Inter-agent Cooperation	Code	NIPS 2025
Multivariat	TimesNet	TimeXL	TimeXL: Explainable Multi-modal Time Series Prediction with LLM-in-the-Loop	None	NIPS 2025
Multivariat	TimesNet	DMMV	Multi-Modal View Enhanced Large Vision Models for Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	xLSTM-Mixer	xLSTM-Mixer: Multivariate Time Series Forecasting by Mixing via Scalar Memories	Code	NIPS 2025
Multivariat	TimesNet	TFPS	Learning Pattern-Specific Experts for Time Series Forecasting Under Patch-level Distribution Shift	Code	NIPS 2025
Multivariat	TimesNet	SymTime	Synthetic Series-Symbol Data Generation for Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	OLinear	OLinear: A Linear Model for Time Series Forecasting in Orthogonally Transformed Domain	Code	NIPS 2025
Multivariat	TimesNet	TimeEmb	TimeEmb: A Lightweight Static-Dynamic Disentanglement Framework for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	Time-o1	Time-o1: Time-Series Forecasting Needs Transformed Label Alignment	Code	NIPS 2025
Multivariat	TimesNet	TimePerceiver	TimePerceiver: An Encoder-Decoder Framework for Generalized Time-Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	MSFT	Multi-Scale Finetuning for Encoder-based Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	DBLoss	DBLoss: Decomposition-based Loss Function for Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	SRSNet	Enhancing Time Series Forecasting through Selective Representation Spaces: A Patch Perspective	Code	NIPS 2025
Multivariat	TimesNet	IF	Towards Accurate Time Series Forecasting via Implicit Decoding	Code	NIPS 2025
Multivariat Zero Shot	TimesNet	TS-RAG	TS-RAG: Retrieval-Augmented Generation based Time Series Foundation Models are Stronger Zero-Shot Forecaster	Code	NIPS 2025
Multivariat Traffic	TimesNet PEMS03 PEMS04 PEMS07 PEMS08	PIR	Improving Time Series Forecasting via Instance-aware Post-hoc Revision	Code	NIPS 2025
Multivariat Traffic	Wind Temp PM25	STELLA	On the Integration of Spatial-Temporal Knowledge: A Lightweight Approach to Atmospheric Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	AliO	AliO: Output Alignment Matters in Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	TOTO	This Time is Different: An Observability Perspective on Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	MoFo	MoFo: Empowering Long-term Time Series Forecasting with Periodic Pattern Modeling	Code	NIPS 2025
Multivariat	TimesNet		Less is More: Unlocking Specialization of Time Series Foundation Models via Structured Pruning	Code	NIPS 2025
Multivariat	TimesNet	PIH	Enhancing the Maximum Effective Window for Long-Term Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	SCAM	Not All Data are Good Labels: On the Self-supervised Labeling for Time Series Forecasting	Code	NIPS 2025
ST SSL	PEMS03 PEMS04 PEMS07 PEMS07(M) METR-LA PEMS-BAY	ST-SSDL	How Different from the Past? Spatio-Temporal Time Series Forecasting with Self-Supervised Deviation Learning	Code	NIPS 2025
Multivariat	TimesNet	DecompNet	DecompNet: Enhancing Time Series Forecasting Models with Implicit Decomposition	Code	NIPS 2025
Multivariat	TimesNet other	S2TS-LLM	Bridging Time and Linguistics: LLMs as Time Series Analyzer through Symbolization and Segmentation	Code	NIPS 2025
Multivariat	TimesNet	MSFT	Multi-Scale Finetuning for Encoder-based Time Series Foundation Models	Code	NIPS 2025
Multivariat	TimesNet	AMRC	Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency	Code	NIPS 2025
Multivariat	TimesNet	SL	Selective Learning for Deep Time Series Forecasting	Code	NIPS 2025
Multivariat	TimesNet	LightGTS	LightGTS: A Lightweight General Time Series Forecasting Model	Code	ICML 2025
Multivariat	TimesNet	LETS	LETS Forecast: Learning Embedology for Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	TimeBase	TimeBase: The Power of Minimalism in Efficient Long-term Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	RAFT	Retrieval Augmented Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	CN	Channel Normalization for Time Series Channel Identification	Code	ICML 2025
Multivariat	TimesNet	TimeBridge	TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	TimeStacker	TimeStacker: A Novel Framework with Multilevel Observation for Capturing Nonstationary Patterns in Time Series Forecasting	None	ICML 2025
Multivariat	TimesNet	WaveToken	Enhancing Foundation Models for Time Series Forecasting via Wavelet-based Tokenization	Code	ICML 2025
Multivariat	TimesNet	Moirai-MoE	Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts	Code	ICML 2025
Multivariat	TimesNet		In-Context Fine-Tuning for Time-Series Foundation Models	None	ICML 2025
Multivariat	TimesNet	SKOLR	SKOLR: Structured Koopman Operator Linear RNN for Time-Series Forecasting	Code	ICML 2025
Multivariat	ECL Nottingham	FSTLLM	FSTLLM: Spatio-Temporal LLM for Few Shot Time Series Forecasting	Code	ICML 2025
Traffic	NYC CHI SIP SD	SynEVO	SynEVO: A neuro-inspired spatiotemporal evolutional framework for cross-domain adaptation	Code	ICML 2025
Traffic ST	ETT ECL	RSTIB	Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting	Code	ICML 2025
Multivariat	ETT Weather ECL Exchange	PatchLoss	Patch-wise Structural Loss for Time Series Forecasting	Code	ICML 2025
Foundation Multivariat	Monash UEA UCR	ROSE	Towards a General Time Series Forecasting Model with Unified Representation and Adaptive Transfer	None	ICML 2025
Multivariat	ETT ECL Exchange	MoF	Slimming the Fat-Tail: MoF for Adaptive Time Series Modeling	None	ICML 2025
Multivariat	TimesNet	CMoS	CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations	Code	ICML 2025
Analysis	Synthetic ECG5000		Exploring Representations and Interventions in Time Series Foundation Models	Code	ICML 2025
Multivariat	TimesNet	CFPT	CFPT: Empowering Time Series Forecasting through Cross-Frequency Interaction and Periodic-Aware Timestamp Modeling	Code	ICML 2025
Multivariat	TimesNet	TimePro	TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state	Code	ICML 2025
Traffic	ETT Traffic ECL Weather Solar PEMS	TimeFilter	TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	Time-VLM	Time-VLM: Exploring Multimodal Vision-Language Models for Augmented Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	LangTime	LangTime: A Language-Guided Unified Model for Time Series Forecasting with Proximal Policy Optimization	Code	ICML 2025
Irregular Multivariat	MuJoCo MIMIC USHCN	ShiftingTime	Shifting time: Time-series forecasting with Khatri-Rao neural operators	Code	ICML 2025
Foundation Multivariat	TimesNet		Lightweight Online Adaption for Time Series Foundation Model Forecasts	None	ICML 2025
Multivariat	TimesNet	CNDiff	Conditional Diffusion Model with Nonlinear Data Transformation for Time Series Forecasting	Code	ICML 2025
Analysis	ECL ETT		A Closer Look at Transformers for Time Series Forecasting: Understanding Why They Work and Where They Struggle	Code	ICML 2025
Multivariat	TimesNet	TQNet	Temporal Query Network for Efficient Multivariate Time Series Forecasting	Code	ICML 2025
Multivariat	TimesNet	WAVE	WAVE: Weighted Autoregressive Varing Gate for Time Series Forecasting	Code	ICML 2025
Foundation Multivariat		Sundial	Sundial: A Family of Highly Capable Time Series Foundation Models	Code	ICML 2025
Foundation Zero Shot	GIFT-EVAL	VisionTS	VisionTS: Visual Masked Autoencoders Are Free-Lunch Zero-Shot Time Series Forecasters	Code	ICML 2025
Multivariat	TimesNet	TimeFuse	Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting	Code	ICML 2025
Irregular Multivariat	PhysioNet MIMIC-III HAR USHCN	Hi-Patch	Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series	Code	ICML 2025
Irregular Multivariat	MIMIC-III MIMIC-IV PhysioNet HAR USHCN	HyperIMTS	HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting	Code	ICML 2025
Irregular Multivariat		VIMTS	IMTS is Worth Time × Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction	Code	ICML 2025
Evolve Traffic	Air-Str PEMS-Str Energy-Str	EAC	Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting	Code	ICLR 2025
Multivariat	TimesNet	TimeMixer++	TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis	Code	ICLR 2025
Multivariat	TimesNet	Time-MoE	Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts	Code	ICLR 2025
Multivariat	TimesNet	TVNet	TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation	Code	ICLR 2025
Multivariat	TimesNet	TimeKAN	TimeKAN: KAN-based Frequency Decomposition Learning Architecture for Long-term Time Series Forecasting	Code	ICLR 2025
Multivariat	TimesNet	ICTSP	In-context Time Series Predictor	Code	ICLR 2025
Multivariat	TimesNet	FSCA	Context-Alignment: Activating and Enhancing LLMs Capabilities in Time Series](https://openreview.net/forum?id=syC2764fPc)	Code	ICLR 2025
Multivariat	TimesNet	SimpleTM	SimpleTM: A Simple Baseline for Multivariate Time Series Forecasting](https://openreview.net/forum?id=oANkBaVci5)	Code	ICLR 2025
Multivariat	TimesNet		Towards Neural Scaling Laws for Time Series Foundation Models](https://openreview.net/forum?id=uCqxDfLYrB)	Code	ICLR 2025
Multivariat	TimesNet	Timer-XL	Timer-XL: Long-Context Transformers for Unified Time Series Forecasting	Code	ICLR 2025
Multivariat	TimesNet	LCESN	Locally Connected Echo State Networks for Time Series Forecasting	Code	ICLR 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY ...	AutoSTF	AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting	Code	KDD 2025
Traffic	LargeST	PatchSTG	Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective	Code	KDD 2025
Traffic	CHITaxi CHIBike WSHBike NYBike	ProST	ProST: Prompt Future Snapshot on Dynamic Graphs for Spatio-Temporal Prediction	None	KDD 2025
Traffic unseen	NYCTaxi NYCBike BJTaxi	STEVE	Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction	Code	KDD 2025
Multivariat	TimesNet	DUET	DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	TSFM-Bench	TSFM-Bench: A Comprehensive and Unified Benchmark of Foundation Models for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	QuantumTime	Quantum Time-index Models with Reservoir for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	ST-MTM	ST-MTM: Masked Time Series Modeling with Seasonal-Trend Decomposition for Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	CMA	CMA: A Unified Contextual Meta-Adaptation Methodology for Time-Series Denoising and Prediction	Code	KDD 2025
Multivariat	TimesNet	CrossLinear	CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables	Code	KDD 2025
Multivariat	TimesNet	BLAST	BLAST: Balanced Sampling Time Series Corpus for Universal Forecasting Models	Code	KDD 2025
Multivariat	TimesNet	TimeCapsule	TimeCapsule: Solving the Jigsaw Puzzle of Long-Term Time Series Forecasting with Compressed Predictive Representations	Code	KDD 2025
Multivariat	TimesNet	MoA	Semantics-Aware Patch Encoding and Hierarchical Dependency Modeling for Long-Term Time Series Forecasting	Code	KDD 2025
Multivariat	TimesNet	SDE	SDE: A Simplified and Disentangled Dependency Encoding Framework for State Space Models in Time Series Forecasting	Code	KDD 2025
Traffic	BIKE PEMS03 BJ500 METR-LA	STH-SepNet	Decoupling Spatio-Temporal Prediction: When Lightweight Large Models Meet Adaptive Hypergraphs	Code	KDD 2025
Evolve Traffic	Electricity PeMS Weather	STEV	Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning	Code	KDD 2025
Traffic	PEMS04 PEMS08 METR-LA	STDN	Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting	Code	AAAI 2025
Metro Traffic	PEMS Urban Rail	ReDyNet	Responsive Dynamic Graph Disentanglement for Metro Flow Forecasting	Code	AAAI 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	STSGNN	Designing Specialized Two-Dimensional Graph Spectral Filters for Spatial-Temporal Graph Modeling	Code	AAAI 2025
Foundation Traffic	PEMS03 PEMS04 METR-LA	STD-PLM	STD-PLM: Understanding Both Spatial and Temporal Properties of SpatialTemporal Data with PLM	Code	AAAI 2025
Inductive Traffic	PEMS03 PEMS04 METR-LA	ST-FiT	ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data	Code	AAAI 2025
Traffic Distillation	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA	LightST	Efficient Traffic Prediction through Spatio-Temporal Distillation	Code	AAAI 2025
FL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	FUELS	Personalized Federated Learning for SpatioTemporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach	None	AAAI 2025
ST SSL Traffic	PEMS03 PEMS04 PEMS07 PEMS08	SSL-STMFormer	SSL-STMFormer: Self-Supervised Learning SpatioTemporal Entanglement Transformer for Traffic Flow Prediction	Code	AAAI 2025
Fairness Traffic	PEMS04 PEMS08 METR-LA	FairTP	FairTP: A Prolonged Fairness Framework for Traffic Prediction	Code	AAAI 2025
SSL Pretrain Traffic	PEMS03 PEMS04 PEMS07 PEMS08	ST-ReP	ST-ReP: Learning Predictive Representations Efficiently for SpatialTemporal Forecasting	Code	AAAI 2025
Long-term Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA	DST-Mamba	Decomposed Spatio-Temporal Mamba for Long-Term Traffic Prediction	Code	AAAI 2025
CrossCity Traffic	PEMS03 PEMS04 PEMS08	TSJT	Drawing Informative Gradients from Sources: A One-stage Transfer Learning Framework for Cross-city Spatiotemporal Forecasting	None	AAAI 2025
Multivariat	ETT Weather ECL Traffic Exchange ILI Solar	HCAN	Hierarchical Classification Auxiliary Network for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	TimeCMA	TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment	Code	AAAI 2025
Multivariat	ETT Weather Solar ECL Traffic	AMD	Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	Times2D	Times2D: Multi-Period Decomposition and Derivative Mapping for General Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	VarDrop	VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	PatchMLP	Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	Amplifier	Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	P-sLSTM	Unlocking the Power of LSTM for Long Term Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	Apollo-Forecast	Apollo-Forecast: Overcoming Aliasing and Inference Speed Challenges in Language Models for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	TAFAS	Battling the Non-stationarity in Time Series Forecasting via Test-time Adaptation	Code	AAAI 2025
Multivariat	ETT Weather ECL Traffic Solar Stock Exchange	ARMD	Auto-Regressive Moving Diffusion Models for Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	xPatch	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	Code	AAAI 2025
Multivariat	ETT ECL Exchange Traffic Weather	Affirm	Affirm: Interactive Mamba with Adaptive Fourier Filters for Long-term Time Series Forecasting	Code	AAAI 2025
Multivariat	ETT Weather ECL	LSINet	A Lightweight Sparse Interaction Network for Time Series Forecasting	Code	AAAI 2025
Multivariat	Solar ECL Traffic Taxi Wikipedia	HDT	HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	HyperMixer	HyperMixer: Specializable Hypergraph Channel Mixing for Long-term Multivariate Time Series Forecasting	None	AAAI 2025
Multivariat	TimesNet	FilterTS	FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	WaveletMixer	WaveletMixer: A Multi-resolution Wavelets Based MLP-Mixer For Multivariate Long-term Time Series Forecasting	None	AAAI 2025
Multivariat	ETT Weather ECL	TimePFN	TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data	Code	AAAI 2025
Multivariat	ETT ECL Exchange ILI Solar Traffic Weather	WPMixer	WPMixer: Efficient Multi-Resolution Mixing for Long-Term Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	FSatten	Revisiting Attention for Multivariate Time Series Forecasting	Code	AAAI 2025
Multivariat	TimesNet	SeqComplementor	Sequence Complementor: Complementing Transformers For Time Series Forecasting with Learnable Sequences	None	AAAI 2025
Multivariat	TimesNet	CALF	CALF: Aligning LLMs for Time Series Forecasting via Cross-modal Fine-Tuning	Code	AAAI 2025
Multivariat	ETT Weather ECL Solar	CSformer	CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting	None	AAAI 2025
Multivariat	ECL Exchange ETTh2 ETTm1	LSTD	Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting	Code	AAAI 2025
Analysis	M3 M4 Tourism		Cherry-Picking in Time Series Forecasting: How to Select Datasets to Make Your Model Shine	Code	AAAI 2025
SSL Repr	SleepEEG UCR	FMI	Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning	Code	AAAI 2025
SSL Pretrain	ETT Exchange PEMS	DropPatch	Enhancing Masked Time-Series Modeling via Dropping Patches	None	AAAI 2025
Multivariat	TimesNet	SoP	Non-collective Calibrating Strategy for Time Series Forecasting	Code	IJCAI 2025
Multivariat	TimesNet	VisMoE	Seeing Sequences like Humans: Pattern Classification Driven Time-Series Forecasting via Vision Language Models	Code	CIKM 2025
Multivariat	TimesNet	BIM3	Bidirectional Temporal-Aware Modeling with Multi-Scale Mixture-of-Experts for Multivariate Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	BALM-TS	BALM-TSF: Balanced Multimodal Alignment for LLM-Based Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	AdaPatch	AdaPatch: Adaptive Patch-Level Modeling for Non-Stationary Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	WDformer	WDformer: A Wavelet-based Differential Transformer Model for Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	HRCformer	HRCformer: Hierarchical Recursive Convolution-Transformer with Multi-Scale Adaptive Recalibration for Time Series Forecasting	None	CIKM 2025
Multivariat	METR-LA PEMS-BAY China-AQI Electricity Solar Temperature	ST-Hyper	ST-Hyper: Learning High-Order Dependencies Across Multiple Spatial-Temporal Scales for Multivariate Time Series Forecasting	None	CIKM 2025
Multivariat	TimesNet	EAPformer	Bidirectional Temporal-Aware Modeling with Multi-Scale Mixture-of-Experts for Multivariate Time Series Forecasting	Code	CIKM 2025
Multivariat	TimesNet	MillGNN	MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting	None	CIKM 2025
Multivariat	TimesNet	MSOFormer	MSOFormer: Multi-scale Transformer with Orthogonal Embedding and Frequency Modeling for Multivariate Time Series Forecasting	None	CIKM 2025
Zero Shot	Parking TimesNet	DANet	DANet: A RAG-inspired Dual Attention Model for Few-shot Time Series Prediction	None	CIKM 2025
Multivariat	TimesNet		Structural Entropy-based Multivariate Time Series Forecasting	None	CIKM 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY	TopKNet	TopKNet:Learning to Perceive the Top-K Pivotal Nodes in Spatio-Temporal Data for Traffic Forecasting	Code	CIKM 2025
Traffic	NYCTaxi CityBike METR-LA PEMS-BAY	ST-LINK	ST-LINK: Spatially-Aware Large Language Models for Spatio-Temporal Forecasting	Code	CIKM 2025
Traffic Random Missing	PEMS04 PEMS08	STMMoE	Spatio-Temporal Forecasting under Open-World Missingness with Adaptive Mixture-of-Experts	Code	CIKM 2025
Traffic Node Missing	PEMS03 PEMS04 PEMS07 PEMS08 METR-LA PEMS-BAY ...	STA-GANN	STA-GANN: A Valid and Generalizable Spatio-Temporal Kriging Approach	Code	CIKM 2025
Finance	Crypto Forex Future Stock Econ Others	FinCast	FinCast: A Foundation Model for Financial Time-Series Forecasting	Code	CIKM 2025
Wind Power	China Texas		Multivariate Wind Power Time Series Forecasting with Noise-Filtering Neural ODEs	None	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08 CHIBike	DSformer	Extracting Global Temporal Patterns Within Short Look-Back Windows for Traffic Forecasting	Code	CIKM 2025
Traffic	PEMS03 PEMS04 PEMS07 PEMS08	DoP	Decoder-only Pre-training Enhancement for Spatio-temporal Traffic Forecasting	Code	CIKM 2025
Traffic	PEMS07(M) PEMS07 PEMS08 NYCTaxi NYCBike	SSMOE	Mixture of Semantic and Spatial Experts for Explainable Traffic Prediction	None	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08	MultiGran	Forecasting at Full Spectrum: Holistic Multi-Granular Traffic Modeling under High-Throughput Inference Regimes	None	CIKM 2025
Traffic	I-80 US-101 Complex- highway	TPN	Balance and Brighten: A Twin-Propeller Network to Release Potential of Physics Laws for Traffic State Estimation	Code	CIKM 2025
Traffic	PEMS04 PEMS07 PEMS08 Jinan	FEDDGCN	FEDDGCN: A Frequency-Enhanced Decoupling Dynamic Graph Convolutional Network for Traffic Flow Prediction	None	CIKM 2025
Multivariat	TimesNet	SSCNN	Parsimony or Capability? Decomposition Delivers Both in Long-term Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet		Are Language Models Actually Useful for Time Series Forecasting?	Code	NIPS 2024
Multivariat	TimesNet	PGN	PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	CATS	Are Self-Attentions Effective for Time Series Forecasting?	Code	NIPS 2024
Multivariat	TimesNet	Attraos	Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective	Code	NIPS 2024
Multivariat	TimesNet	Time-FFM	Time-FFM: Towards LM-Empowered Federated Foundation Model for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	Chimera	Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models	Code	NIPS 2024
Multivariat	TimesNet	TimeXer	TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables	Code	NIPS 2024
Multivariat	TimesNet	MiTSformer	Addressing Spatial-Temporal Heterogeneity: General Mixed Time Series Analysis via Latent Continuity Recovery and Alignment	Code	NIPS 2024
Multivariat	TimesNet	TTMs	Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series	Code	NIPS 2024
Multivariat	TimesNet	Sumba	Structured Matrix Basis for Multivariate Time Series Forecasting with Interpretable Dynamics	Code	NIPS 2024
Multivariat	TimesNet	Peri-midF	Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis	Code	NIPS 2024
Multivariat	TimesNet	Ada-MSHyper	Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting	Code	NIPS 2024
Multivariat	...	LPTM	Large Pre-trained time series models for cross-domain Time series analysis tasks	Code	NIPS 2024
Multivariat	TimesNet	CCM	From Similarity to Superiority: Channel Clustering for Time Series Forecasting	Code	NIPS 2024
Add News	Electricity Exchange Traffic Bitcoin		From News to Forecast: Integrating Event Analysis in LLM-Based Time Series Forecasting with Reflection	Code	NIPS 2024
Multivariat	ImageBind IMU2CLIP IMUGPT HARGPT LLaVA	UniMTS	UniMTS: Unified Pre-training for Motion Time Series	Code	NIPS 2024
Attack	PEMS03 PEMS04 PEMS08 Weather ETTm1	BackTime	BackTime: Backdoor Attacks on Multivariate Time Series Forecasting	Code	NIPS 2024
Less data	Electricity Solar Traffic PEMS-BAY METR-LA	ChronoEpilogi	ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions	Code	NIPS 2024
Multivariat	TimesNet	FAN	Frequency Adaptive Normalization For Non-stationary Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	GLAFF	Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective	Code	NIPS 2024
Multivariat	TimesNet	FilterNet	FilterNet: Harnessing Frequency Filters for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	CycleNet	CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns	Code	NIPS 2024
Multivariat	TimesNet	RATD	Retrieval-Augmented Diffusion Models for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	DDN	DDN: Dual-domain Dynamic Normalization for Non-stationary Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	FBM	Rethinking Fourier Transform from A Basis Functions Perspective for Long-term Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	BSA	Introducing Spectral Attention for Long-Range Dependency in Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	DeformableTST	DeformableTST: Transformer for Time Series Forecasting without Over-reliance on Patching	Code	NIPS 2024
Multivariat	TimesNet	SOFTS	SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion	Code	NIPS 2024
Multivariat	TimesNet		Scaling Law for Time Series Forecasting	Code	NIPS 2024
Multivariat	TimesNet	AutoTimes	AutoTimes: Autoregressive Time Series Forecasters via Large Language Models	Code	NIPS 2024
Multi Task	TimesNet	UniTS	UniTS: A Unified Multi-Task Time Series Model	Code	NIPS 2024
Foundation TS	...	MOMENT	MOMENT: A Family of Open Time-series Foundation Models	Code	ICML 2024
Multivariat	TimesNet	OSL	An Analysis of Linear Time Series Forecasting Models	Code	ICML 2024
Six	TimesNet	UP2ME	UP2ME: Univariate Pre-training to Multivariate Fine-tuning as a General-purpose Framework for Multivariate Time Series Analysis	Code	ICML 2024
Multivariat	TimesNet	SparseTSF	SparseTSF: Modeling Long-term Time Series Forecasting with 1k Parameters	Code	ICML 2024
Multivariat	Electricity PEMSD7M BikeNYC TimesNet	SCNN	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	Code	TKDE 2024
Multivariat	TimesNet	iTransformer	iTransformer: Inverted Transformers Are Effective for Time Series Forecasting	Code	ICLR 2024
Multivariat	NorPool Caiso Traffic Electricity Weather Exchange ETT Wind	mr-Diff	Multi-Resolution Diffusion Models for Time Series Forecasting	None	ICLR 2024
Multivariat	ETT Electricity Weather Traffic Exchange ILI	ModernTCN	ModernTCN: A Modern Pure Convolution Structure for General Time Series Analysis	Code	ICLR 2024
Multivariat	TimesNet	Time-LLM	Time-LLM: Time Series Forecasting by Reprogramming Large Language Models	Code	ICLR 2024
Multivariat	TimesNet	TEMPO	TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	CARD	CARD: Channel Aligned Robust Blend Transformer for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	ARM	ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning	None	ICLR 2024
Multivariat	TimesNet	DAM	DAM: Towards a Foundation Model for Forecasting	None	ICLR 2024
Multivariat	TimesNet PEMS3478	TimeMixer	TimeMixer: Decomposable Multiscale Mixing for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	PDF	Periodicity Decoupling Framework for Long-term Series Forecasting	Code	ICLR 2024
Multivariat Missing Value	METR-LA Electricity PEMS ETT BeijingAir	BiTGraph	Biased Temporal Convolution Graph Network for Time Series Forecasting with Missing Values	Code	ICLR 2024
Multivariat	TimesNet PEMS08	LIFT	Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators	Code	ICLR 2024
Multivariat	ETT Weather ILI Traffic	STanHop	STanHop: Sparse Tandem Hopfield Model for Memory-Enhanced Time Series Prediction	Code	ICLR 2024
Multivariat	ETT Weather Electricity Traffic ILI CloudCluster	Pathformer	Pathformer: Multi-scale Transformers with Adaptive Pathways for Time Series Forecasting	Code	ICLR 2024
Multivariat	TimesNet	pits	Learning to Embed Time Series Patches Independently	Code	ICLR 2024
Multivariat	ETT Weather Electricity Traffic	FITS	FITS: Modeling Time Series with 10k Parameters	Code	ICLR 2024
Multivariat	ETT Electricity Weather Lora	AutoTCL	Parametric Augmentation for Time Series Contrastive Learnin	Code	ICLR 2024
Multivariat	ETT Exchange ILI	GLIP	Interpretable Sparse System Identification: Beyond Recent Deep Learning Techniques on Time-Series Prediction	Code	ICLR 2024
Multivariat	TimesNet	Fredformer	Fredformer: Frequency Debiased Transformer for Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	GPHT	Generative Pretrained Hierarchical Transformer for Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	FRNet	FRNet: Frequency-based Rotation Network for Long-term Time Series Forecasting	Code	KDD 2024
Missing MTS	METR-LA PEMS-BAY PEMS04 PEMS08 China AQI	GinAR	GinAR: An End-To-End Multivariate Time Series Forecasting Model Suitable for Variable Missing	Code	KDD 2024
Multivariat	METR-LA PEMS-BAY PEMS04 PEMS07 PEMS08	HimNet	Heterogeneity-Informed Meta-Parameter Learning for Spatiotemporal Time Series Forecasting	Code	KDD 2024
Multivariat	TimesNet	CDS	Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift	Code	KDD 2024
Foundation Traffic	TaxiBJ Crawd BikeNYC Cellular TDrive TrafficSH	UniST	UniST: A Prompt-Empowered Universal Model for Urban Spatio-Temporal Prediction	Code	KDD 2024
Early Traffic	METR-LA EMS NYPD	STEMO	STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning	Code	KDD 2024
New nodes Traffic	Large-ST	STONE	STONE: A Spatio-temporal OOD Learning Framework Kills Both Spatial and Temporal Shifts	Code	KDD 2024
Irregular Traffic	Zhuzhou Baoding	Aseer	Irregular Traffic Time Series Forecasting Based on Asynchronous Spatio-Temporal Graph Convolutional Networks	Code	KDD 2024
Multivariat	Stock Exchange Weather	CONTIME	Addressing Prediction Delays in Time Series Forecasting: A Continuous GRU Approach with Derivative Regularization	Code	KDD 2024
Multivariat	PEMS07 Large-ST	GWT	Pre-Training Identification of Graph Winning Tickets in Adaptive Spatial-Temporal Graph Neural Networks	Code	KDD 2024
Large Scale	Large-ST	RPMixer	RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data	Code	KDD 2024
Demand Supply Prediction	Shanghai Zhengzhou	MulSTE	MulSTE: A Multi-view Spatio-temporal Learning Framework with Heterogeneous Event Fusion for Demand-supply Prediction	Code	KDD 2024
Multivariat	108s	AutoXPCR	AutoXPCR: Automated Multi-Objective Model Selection for Time Series Forecasting	TF	KDD 2024
Multivariat	TimesNet	UniTime	UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting	Code	WWW 2024
Multivariat	Ross Saratoga UpperPen SFC	DAN	Learning from Polar Representation: An Extreme-Adaptive Model for Long-Term Time Series Forecasting	Code	AAAI 2024
Multivariat	ILI Weather Traffic Electricity ETT Exchange	HDMixer	HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting	Code	AAAI 2024
Multivariat	PEMS03 PEMS04 PEMS07 PEMS08 England TaxiBJ PEMS-BAY	STPGNN	Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting	None	AAAI 2024
Multivariat	FD001 FD002 FD003 FD004	FC-STGNN	Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data	Code	AAAI 2024
Multivariat	PEMS04 PEMS08 blockchain	TMP-Nets	Time-Aware Knowledge Representations of Dynamic Objects with Multidimensional Persistence	None	AAAI 2024
Multivariat	METR-LA PEMS-BAY	ModWaveMLP	ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting	TF	AAAI 2024
Multivariat	Flight Weather ETT Electricity Exchange	MSGNet	MSGNet: Learning Multi-Scale Inter-series Correlations for Multivariate Time Series Forecasting	Code	AAAI 2024
Multivariat	Self-PeMS	DLF	Towards Dynamic Spatial-Temporal Graph Learning: A Decoupled Perspective	Code	AAAI 2024
Multivariat	ETT Weather ILI Exchange	HTV-Trans	Considering Nonstationary within Multivariate Time Series with Variational Hierarchical Transformer for Forecasting	Code	AAAI 2024
Multivariat	A-share Cross-Market ETT	ST-DAN	Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction	Code	AAAI 2024
Six	TimesNet	CTRL	An NCDE-based Framework for Universal Representation Learning of Time Series	Code	IJCAI 2024
Traffic	PEMS3478	STD-MAE	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting	Code	IJCAI 2024
Multivariat	TimesNet	DERITS	Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting	None	IJCAI 2024
Multivariat	TimesNet	Skip-Timef	Skip-Timeformer: Skip-Time Interaction Transformer for Long Sequence Time-Series Forecasting	None	IJCAI 2024
Multivariat	TimesNet	VCformer	VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting	Code	IJCAI 2024
Multivariat	TimesNet	LeRet	LeRet: Language-Empowered Retentive Network for Time Series Forecasting	Code	IJCAI 2024
Missing Variate	METR-LA Solar Traffic ECG5000	SDformer	SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Time Series Long-term Forecasting	None	IJCAI 2024
Traffic	METR-LA PEMS-BAY PEMSD7M	DCST	Make Graph Neural Networks Great Again: A Generic Integration Paradigm of Topology-Free Patterns for Traffic Speed Prediction	Code	IJCAI 2024
Traffic	METR-LA PEMS-BAY	ST-nFBST	Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting	Code	IJCAI 2024
multisource SSL	BikeIn BikeOut TaxiIn TaxiOut Air	MoSSL	Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning	Code	IJCAI 2024
Traffic CrossCity	METR-LA PEMS-BAY DiDiCD DiDiSZ	pFedCTP	Personalized Federated Learning for Cross-City Traffic Prediction	Code	IJCAI 2024
Multivariat	TimesNet	SDformer	[SDformer: Transformer with Spectral Filter and Dynamic Attention for Multivariate Ti

Truncated — view the full README on GitHub.

accident-detection

anomaly-detection

deep-learning

demand-forecasting

location

multivariate-timeseries

paper-list

probabilistic-models

spatio-temporal

spatio-temporal-data

spatio-temporal-modeling

spatio-temporal-prediction

time-series

time-series-forecasting

time-series-imputation

time-series-prediction

traffic-prediction

travel-time-prediction

Significant stargazers

Zhihong Chen

267 followers · starred Mar 2023

Gerald Woo

85 followers · starred Aug 2022

Qingsong Wen

659 followers · starred Jun 2022

Alexander März

326 followers · starred Dec 2022

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