reczoo / recbook

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RecZoo

RecZoo: A curated model zoo for recommendation tasks

Matching

No	Model	Publication
1	UltraGCN	Kelong Mao, Jieming Zhu, Xi Xiao, Biao Lu, Zhaowei Wang, Xiuqiang He. UltraGCN: Ultra Simplification of Graph Convolutional Networks for Recommendation, in CIKM 2021.
2	SimpleX	Kelong Mao, Jieming Zhu, Jinpeng Wang, Quanyu Dai, Zhenhua Dong, Xi Xiao, Xiuqiang He. SimpleX: A Simple and Strong Baseline for Collaborative Filtering, in CIKM 2021.

Ranking

No	Model	Publication
1	FinalMLP	Kelong Mao, Jieming Zhu, Liangcai Su, Guohao Cai, Yuru Li, Zhenhua Dong. FinalMLP: An Enhanced Two-Stream MLP Model for CTR Prediction, in AAAI 2023.
2	FinalNet	Jieming Zhu, Qinglin Jia, Guohao Cai, Quanyu Dai, Jingjie Li, Zhenhua Dong, Ruiming Tang, Rui Zhang. FINAL: Factorized Interaction Layer for CTR Prediction, in SIGIR 2023.
3	RAT	Yushen Li, Jinpeng Wang, Tao Dai, Jieming Zhu, Jun Yuan, Rui Zhang, Shu-Tao Xia. RAT: Retrieval-Augmented Transformer for Click-Through Rate Prediction, in WWW 2024.
4	STEM	Liangcai Su, Junwei Pan, Ximei Wang, Xi Xiao, Shijie Quan, Xihua Chen, Jie Jiang. STEM: Unleashing the Power of Embeddings for Multi-task Recommendation, in AAAI 2024.
5	Helen	Zirui Zhu, Yong Liu, Zangwei Zheng, Huifeng Guo, Yang You. Helen: Optimizing CTR Prediction Models with Frequency-wise Hessian Eigenvalue Regularization, in WWW 2024.
6	Combined-Pair	Zhutian Lin, Junwei Pan, Shangyu Zhang, Ximei Wang, Xi Xiao, Shudong Huang, Lei Xiao, Jie Jiang. Understanding the Ranking Loss for Recommendation with Sparse User Feedback, in KDD 2024.
7	AdaGIN	Lei Sang, Honghao Li, Yiwen Zhang, Yi Zhang, Yun Yang. AdaGIN: Adaptive Graph Interaction Network for Click-Through Rate Prediction, in TOIS 2024.
8	SimCEN	Honghao Li, Lei Sang, Yi Zhang, Yiwen Zhang. SimCEN: Simple Contrast-enhanced Network for CTR Prediction, in MM 2024.
9	RecSys	Qi Zhang, Jieming Zhu, Jiansheng Sun, Guohao Cai, Ruining Yu, Bangzheng He, Liangbi Li. Enhancing News Recommendation with Real-Time Feedback and Generative Sequence Modeling, in RecSys Challenge Workshop 2024.
10	DCNv3	Honghao Li, Yiwen Zhang, Yi Zhang, Hanwei Li, Lei Sang, Jieming Zhu. DCNv3: Towards Next Generation Deep Cross Network for CTR Prediction, in Arxiv 2024.

Reranking

Pretraining

No	Model	Publication
1	UNBERT	Qi Zhang, Jingjie Li, Qinglin Jia, Chuyuan Wang, Jieming Zhu, Zhaowei Wang, Xiuqiang He. UNBERT: User-News Matching BERT for News Recommendation, in IJCAI 2021.

Personalization

No	Model	Publication
1	PMG	Xiaoteng Shen, Rui Zhang, Xiaoyan Zhao, Jieming Zhu, Xi Xiao. PMG: Personalized Multimodal Generation with Large Language Models, in WWW 2024.

recbook's Issues

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https://www.zhihu.com/question/426543628