| 2024 | ICLR | MagicDrive | MagicDrive: Street View Generation with Diverse 3D Geometry Control |  |  |
| 2024 | CVPR | Panacea | Panacea: Panoramic and Controllable Video Generation for Autonomous Driving |  |  |
| 2024 | CVPR | Drive-WM | Driving into the Future: Multiview Visual Forecasting and Planning with World Model for Autonomous Driving |  |  |
| 2024 | CVPR | 360DVD | 360DVD: Controllable Panorama Video Generation with 360-Degree Video Diffusion Model |  |  |
| 2024 | ECCV | DriveDreamer | DriveDreamer: Towards Real-world-driven World Models for Autonomous Driving |  |  |
| 2024 | ECCV | DrivingDiffusion | DrivingDiffusion: Layout-Guided Multi-View Driving Scenarios Video Generation with Latent Diffusion Model |  |  |
| 2024 | ECCV | WoVoGen | WoVoGen: World Volume-Aware Diffusion for Controllable Multi-camera Driving Scene Generation | |  |
| 2024 | NeurIPS | Vista | Vista: A Generalizable Driving World Model with High Fidelity and Versatile Controllability |  |  |
| 2024 | NeurIPS | DIAMOND | Diffusion for World Modeling: Visual Details Matter in Atari |  |  |
| 2025 | AAAI | DriveDreamer-2 | DriveDreamer-2: LLM-Enhanced World Models for Diverse Driving Video Generation |  |  |
| 2025 | ICLR | 4K4DGen | 4K4DGen: Panoramic 4D Generation at 4K Resolution |  |  |
| 2025 | ICLR | GameGen-X | GameGen-X: Interactive Open-world Game Video Generation |  |  |
| 2025 | ICLR | GameNGen | Diffusion Models Are Real-Time Game Engines |  | |
| 2025 | ICLR | Genex | Generative World Explorer |  |  |
| 2025 | ICLR | GLAD | Glad: A Streaming Scene Generator for Autonomous Driving | | |
| 2025 | CVPR | DrivingSphere | DrivingSphere: Building a High-fidelity 4D World for Closed-loop Simulation |  |  |
| 2025 | CVPR | StreetCrafter | StreetCrafter: Street View Synthesiswith Controllable Video Diffusion Models |  |  |
| 2025 | CVPR | DriveScape | DriveScape: Towards High-Resolution Controllable Multi-View Driving Video Generation |  | |
| 2025 | CVPR | UniScene | UniScene: Unified Occupancy-centric Driving Scene Generation |  |  |
| 2025 | CVPR | GEM | GEM: A Generalizable Ego-Vision Multimodal World Model for Fine-Grained Ego-Motion, Object Dynamics, and Scene Composition Control |  |  |
| 2025 | CVPR | UMGen | Generating Multimodal Driving Scenes via Next-Scene Prediction |  |  |
| 2025 | CVPR | CAT4D | CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models |  | |
| 2025 | CVPR | Wonderland | Wonderland: Navigating 3D Scenes from a Single Image |  |  |
| 2025 | CVPR | VideoScene | VideoScene: Distilling Video Diffusion Model to Generate 3D Scenes in One Step |  |  |
| 2025 | CVPR | Scene Splatter | Scene Splatter: Momentum 3D Scene Generation from Single Image with Video Diffusion Model |  |  |
| 2025 | CVPR | DynamicScaler | DynamicScaler: Seamless and Scalable Video Generation for Panoramic Scenes |  |  |
| 2025 | ICML | AdaWorld | AdaWorld: Learning Adaptable World Models with Latent Actions |  |  |
| 2025 | Nature | WHAM | World and Human Action Models towards gameplay ideation |  | |
| 2025 | ICCV | GameFactory | GameFactory: Creating New Games with Generative Interactive Videos |  |  |
| 2025 | ICCV | WonderPlay | WonderPlay: Dynamic 3D Scene Generation from a Single Image and Actions |  |  |
| 2025 | ICCV | MagicDrive-V2 | MagicDrive-V2: High-Resolution Long Video Generation for Autonomous Driving with Adaptive Control |  |  |
| 2025 | ICCV | DynamicVoyager | Voyaging into Unbounded Dynamic Scenes from a Single View |  |  |
| 2025 | ICCV | InfiniCube | InfiniCube: Unbounded and Controllable Dynamic 3D Driving Scene Generation with World-Guided Video Models |  |  |
| 2025 | ICCV | VMem | VMem: Consistent Interactive Video Scene Generation with Surfel-Indexed View Memory |  |  |
| 2025 | SIGGRAPH Asia | VideoFrom3D | VideoFrom3D: 3D Scene Video Generation via Complementary Image and Video Diffusion Models |  |  |
| 2025 | SIGGRAPH Asia | WorldExplorer | WorldExplorer: Towards Generating Fully Navigable 3D Scenes |  |  |
| 2025 | TOG | Voyager | Voyager: Long-Range and World-Consistent Video Diffusion for Explorable 3D Scene Generation | | |
| 2026 | ICLR | FantasyWorld | FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D Prediction |  |  |
| 2026 | CVPR | Captain Safari | Captain Safari: A World Engine |  |  |
| 2026 | CVPR | PerpetualWonder | PerpetualWonder: Long-Horizon Action-Conditioned 4D Scene Generation |  |  |
| 2026 | CVPR | WorldForge | WorldForge: Unlocking Emergent 3D/4D Generation in Video Diffusion Model via Training-Free Guidance |  |  |
| 2026 | CVPR | WorldReel | WorldReel: 4D Video Generation with Consistent Geometry and Motion Modeling |  | |
| 2026 | ICRA | UniFuture | Seeing the Future, Perceiving the Future: A Unified Driving World Model for Future Generation and Perception |  |  |
| 2026 | ECCV | One4D | One4D: Unified 4D Generation and Reconstruction via Decoupled LoRA Control |  |  |
| 2026 | ECCV | LivingWorld | LivingWorld: Interactive 4D World Generation with Environmental Dynamics |  | |
| 2023 | arXiv | GAIA-1 | GAIA-1: A Generative World Model for Autonomous Driving |  | |
| 2024 | arXiv | MagicDrive3D | MagicDrive3D: Controllable 3D Generation for Any-View Rendering in Street Scenes |  |  |
| 2024 | arXiv | Delphi | Unleashing Generalization of End-to-End Autonomous Driving with Controllable Long Video Generation |  |  |
| 2024 | arXiv | BEVWorld | BEVWorld: A Multimodal World Model for Autonomous Driving via Unified BEV Latent Space | |  |
| 2024 | arXiv | DriveArena | DriveArena: A Closed-loop Generative Simulation Platform for Autonomous Driving |  |  |
| 2024 | arXiv | DiVE | DiVE: DiT-based Video Generation with Enhanced Control |  |  |
| 2024 | arXiv | DreamForge | DreamForge: Motion-Aware Autoregressive Video Generation for Multi-View Driving Scenes |  | |
| 2024 | arXiv | SyntheOcc | SyntheOcc: Synthesize Geometric-Controlled Street View Images through 3D Semantic MPIs |  |  |
| 2024 | arXiv | CogDriving | Seeing Beyond Views: Multi-View Driving Scene Video Generation with Holistic Attention |  | |
| 2024 | arXiv | Imagine360 | Imagine360: Immersive 360 Video Generation from Perspective Anchor |  |  |
| 2024 | arXiv | DrivingWorld | DrivingWorld: Constructing World Model for Autonomous Driving via Video GPT |  |  |
| 2024 | arXiv | ViewCrafter | ViewCrafter: Taming Video Diffusion Models for High-fidelity Novel View Synthesis |  |  |
| 2024 | arXiv | ViewExtrapolator | Novel View Extrapolation with Video Diffusion Priors |  |  |
| 2025 | arXiv | DreamDrive | DreamDrive: Generative 4D Scene Modeling from Street View Images |  | |
| 2025 | arXiv | MaskGWM | MaskGWM: A Generalizable Driving World Model with Video Mask Reconstruction |  |  |
| 2025 | arXiv | SimWorld | SimWorld: A Unified Benchmark for Simulator-Conditioned Scene Generation via World Model | |  |
| 2025 | arXiv | DiST-4D | DiST-4D: Disentangled Spatiotemporal Diffusion with Metric Depth for 4D Driving Scene Generation |  |  |
| 2025 | arXiv | GAIA-2 | GAIA-2: A Controllable Multi-View Generative World Model for Autonomous Driving |  | |
| 2025 | arXiv | SteerX | SteerX: Creating Any Camera-Free 3D and 4D Scenes with Geometric Steering |  |  |
| 2025 | arXiv | FlexWorld | FlexWorld: Progressively Expanding 3D Scenes for Flexiable-View Synthesis |  |  |
| 2025 | arXiv | WORLDMEM | WORLDMEM: Long-term Consistent World Simulation with Memory |  |  |
| 2025 | arXiv | HoloTime | HoloTime: Taming Video Diffusion Models for Panoramic 4D Scene Generation |  |  |
| 2025 | arXiv | MineWorld | MineWorld: a Real-Time and Open-Source Interactive World Model on Minecraft |  |  |
| 2025 | arXiv | CoGen | CoGen: 3D Consistent Video Generation via Adaptive Conditioning for Autonomous Driving |  | |
| 2025 | arXiv | Dreamland | Dreamland: Controllable World Creation with Simulator and Generative Models |  | |
| 2025 | arXiv | Matrix-Game | Matrix-Game: Interactive World Foundation Model |  |  |
| 2025 | arXiv | Matrix-Game 2.0 | Matrix-Game 2.0: An Open-Source, Real-Time, and Streaming Interactive World Model |  |  |
| 2025 | arXiv | Hunyuan-GameCraft | Hunyuan-GameCraft: High-dynamic Interactive Game Video Generation with Hybrid History Condition |  | |
| 2025 | arXiv | CoCo4D | CoCo4D: Comprehensive and Complex 4D Scene Generation |  |  |
| 2025 | arXiv | WonderFree | WonderFree: Enhancing Novel View Quality and Cross-View Consistency for 3D Scene Exploration |  |  |
| 2025 | arXiv | 4DVD | 4DVD: Cascaded Dense-view Video Diffusion Model for High-quality 4D Content Generation |  | |
| 2025 | arXiv | IDCNet | IDCNet: Guided Video Diffusion for Metric-Consistent RGBD Scene Generation with Precise Camera Control |  | |
| 2025 | arXiv | 4DNeX | 4DNeX: Feed-Forward 4D Generative Modeling Made Easy |  |  |
| 2025 | arXiv | | From Virtual Games to Real-World Play |  |  |
| 2025 | arXiv | EvoWorld | EvoWorld: Evolving Panoramic World Generation with Explicit 3D Memory | |  |
| 2025 | arXiv | MagicWorld | MagicWorld: Interactive Geometry-driven Video World Exploration |  |  |
| 2025 | arXiv | HY-World 1.5 | HY-World 1.5: A Systematic Framework for Interactive World Modeling with Real-Time Latency and Geometric Consistency |  |  |