shenweichen/DeepCTR-Torch

【PyTorch】Easy-to-use,Modular and Extendible package of deep-learning based CTR models.

Python

3,467

49 commits

updated Jul 9, 2026

deepctr-torch.readthedocs.io/en/latest/index.html

See the code

README

DeepCTR-Torch

PyTorch version of DeepCTR.

DeepCTR is a Easy-to-use,Modular and Extendible package of deep-learning based CTR models along with lots of core components layers which can be used to build your own custom model easily.You can use any complex model with model.fit()and model.predict() .Install through pip install -U deepctr-torch.

Let's Get Started!(Chinese Introduction)

Models List

Model	Paper
Convolutional Click Prediction Model	[CIKM 2015]A Convolutional Click Prediction Model
Factorization-supported Neural Network	[ECIR 2016]Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction
Product-based Neural Network	[ICDM 2016]Product-based neural networks for user response prediction
Wide & Deep	[DLRS 2016]Wide & Deep Learning for Recommender Systems
DeepFM	[IJCAI 2017]DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Piece-wise Linear Model	[arxiv 2017]Learning Piece-wise Linear Models from Large Scale Data for Ad Click Prediction
Deep & Cross Network	[ADKDD 2017]Deep & Cross Network for Ad Click Predictions
Attentional Factorization Machine	[IJCAI 2017]Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks
Neural Factorization Machine	[SIGIR 2017]Neural Factorization Machines for Sparse Predictive Analytics
xDeepFM	[KDD 2018]xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems
Deep Interest Network	[KDD 2018]Deep Interest Network for Click-Through Rate Prediction
Deep Interest Evolution Network	[AAAI 2019]Deep Interest Evolution Network for Click-Through Rate Prediction
AutoInt	[CIKM 2019]AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks
ONN	[arxiv 2019]Operation-aware Neural Networks for User Response Prediction
FiBiNET	[RecSys 2019]FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction
IFM	[IJCAI 2019]An Input-aware Factorization Machine for Sparse Prediction
DCN V2	[arxiv 2020]DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems
DIFM	[IJCAI 2020]A Dual Input-aware Factorization Machine for CTR Prediction
AFN	[AAAI 2020]Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions
SharedBottom	[arxiv 2017]An Overview of Multi-Task Learning in Deep Neural Networks
ESMM	[SIGIR 2018]Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate
MMOE	[KDD 2018]Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts
PLE	[RecSys 2020]Progressive Layered Extraction (PLE): A Novel Multi-Task Learning (MTL) Model for Personalized Recommendations

Github Discussions
Wechat Discussions

公众号：浅梦学习笔记	微信：deepctrbot	学习小组加入主题集合

Related Projects

Main Contributors(welcome to join us!)

Shen Weichen Alibaba Group	Zan Shuxun Alibaba Group	Wang Ze Meituan	Zhang Wutong Tencent	Zhang Yuefeng Peking University
Huo Junyi University of Southampton	Zeng Kai SenseTime	Chen K NetEase	Cheng Weiyu Shanghai Jiao Tong University	Tang Tongji University

ctr-models

deepctr

deepctr-pytorch

deepfm

deep-learning

deeprec

fibinet

torchrec

xdeepfm

Project health

Overall

3.0/10

Maintained

0/10

Code review

2/10

OpenSSF Scorecard

PyPI

deepctr-torch

Latest release

0.3.0 · Apr 18, 2026

Releases this year

Significant stargazers

Urchade Zaratiana

232 followers · starred Jul 2021

Yang Jianxin

673 followers · starred Jul 2023

Jiacheng Ye

141 followers · starred Apr 2021

wenmeng zhou

152 followers · starred May 2021

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shenweichen/DeepCTR-Torch

【PyTorch】Easy-to-use,Modular and Extendible package of deep-learning based CTR models.

Python

3,467

49 commits

updated Jul 9, 2026

deepctr-torch.readthedocs.io/en/latest/index.html

See the code

README

DeepCTR-Torch

PyTorch version of DeepCTR.

Let's Get Started!(Chinese Introduction)

Models List

Model	Paper
Convolutional Click Prediction Model	[CIKM 2015]A Convolutional Click Prediction Model
Factorization-supported Neural Network	[ECIR 2016]Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction
Product-based Neural Network	[ICDM 2016]Product-based neural networks for user response prediction
Wide & Deep	[DLRS 2016]Wide & Deep Learning for Recommender Systems
DeepFM	[IJCAI 2017]DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Piece-wise Linear Model	[arxiv 2017]Learning Piece-wise Linear Models from Large Scale Data for Ad Click Prediction
Deep & Cross Network	[ADKDD 2017]Deep & Cross Network for Ad Click Predictions
Attentional Factorization Machine	[IJCAI 2017]Attentional Factorization Machines: Learning the Weight of Feature Interactions via Attention Networks
Neural Factorization Machine	[SIGIR 2017]Neural Factorization Machines for Sparse Predictive Analytics
xDeepFM	[KDD 2018]xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems
Deep Interest Network	[KDD 2018]Deep Interest Network for Click-Through Rate Prediction
Deep Interest Evolution Network	[AAAI 2019]Deep Interest Evolution Network for Click-Through Rate Prediction
AutoInt	[CIKM 2019]AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks
ONN	[arxiv 2019]Operation-aware Neural Networks for User Response Prediction
FiBiNET	[RecSys 2019]FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction
IFM	[IJCAI 2019]An Input-aware Factorization Machine for Sparse Prediction
DCN V2	[arxiv 2020]DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems
DIFM	[IJCAI 2020]A Dual Input-aware Factorization Machine for CTR Prediction
AFN	[AAAI 2020]Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions
SharedBottom	[arxiv 2017]An Overview of Multi-Task Learning in Deep Neural Networks
ESMM	[SIGIR 2018]Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate
MMOE	[KDD 2018]Modeling Task Relationships in Multi-task Learning with Multi-gate Mixture-of-Experts
PLE	[RecSys 2020]Progressive Layered Extraction (PLE): A Novel Multi-Task Learning (MTL) Model for Personalized Recommendations

Github Discussions
Wechat Discussions

公众号：浅梦学习笔记	微信：deepctrbot	学习小组加入主题集合

Related Projects

Main Contributors(welcome to join us!)

Shen Weichen Alibaba Group	Zan Shuxun Alibaba Group	Wang Ze Meituan	Zhang Wutong Tencent	Zhang Yuefeng Peking University
Huo Junyi University of Southampton	Zeng Kai SenseTime	Chen K NetEase	Cheng Weiyu Shanghai Jiao Tong University	Tang Tongji University

ctr-models

deepctr

deepctr-pytorch

deepfm

deep-learning

deeprec

fibinet

torchrec

xdeepfm

Project health

Overall

3.0/10

Maintained

0/10

Code review

2/10

OpenSSF Scorecard

PyPI

deepctr-torch

Latest release

0.3.0 · Apr 18, 2026

Releases this year

Significant stargazers

Urchade Zaratiana

232 followers · starred Jul 2021

Yang Jianxin

673 followers · starred Jul 2023

Jiacheng Ye

141 followers · starred Apr 2021

wenmeng zhou

152 followers · starred May 2021

Similar repos

shenweichen/DeepCTR

Easy-to-use,Modular and Extendible package of deep-learning based CTR models .

8,050

same org

reczoo/FuxiCTR

A configurable, tunable, and reproducible library for CTR prediction https://fuxictr.github.io

1,492

Prayforhanluo/CTR_Algorithm

一些经典的CTR算法的复现; LR, FM, FFM, AFM, DeepFM, xDeepFM, PNN, DCN, DCNv2, DIFM, AutoInt,…

279

rixwew/pytorch-fm

Factorization Machine models in PyTorch

1,081

p768lwy3/torecsys

ToR[e]cSys is a PyTorch Framework to implement recommendation system algorithms, including but not…

106

datawhalechina/torch-rechub

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Must-read papers on recommendation systems (RecSys)

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shenweichen/DeepCTR-Torch

README

DeepCTR-Torch

Models List

DisscussionGroup & Related Projects

Main Contributors(welcome to join us!)

Project health

Significant stargazers

Similar repos

shenweichen/DeepCTR-Torch

README

DeepCTR-Torch

Models List

DisscussionGroup & Related Projects

Main Contributors(welcome to join us!)

Project health

Significant stargazers

Similar repos