Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased
Recommendations

Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased Recommendations

17 April 2023

Papers citing "Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased Recommendations"

14 / 14 papers shown

Title
Proximity Matters: Local Proximity Preserved Balancing for Treatment Effect Estimation Hao Wang Zhichao Chen Yuan Shen Jiajun Fan Zhaoran Liu Degui Yang Xinggao Liu Haoxuan Li 45 0 0 01 Jul 2024
Debiased Recommendation with Noisy Feedback Haoxuan Li Chunyuan Zheng Wenjie Wang Hao Wang Fuli Feng Xiao-Hua Zhou 43 7 0 24 Jun 2024
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation Min Zhang Haoxuan Li Fei Wu Kun Kuang OODD 24 12 0 30 Apr 2024
Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference Haoxuan Li Chunyuan Zheng Sihao Ding Peng Wu Zhi Geng Fuli Feng Xiangnan He CML 45 9 0 30 Apr 2024
Debiased Collaborative Filtering with Kernel-Based Causal Balancing Haoxuan Li Chunyuan Zheng Yanghao Xiao Peng Wu Zhi Geng Xu Chen Peng Cui CML 46 17 0 30 Apr 2024
How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective Siyi Lin Chongming Gao Jiawei Chen Sheng Zhou Binbin Hu Yan Feng Chun-Yen Chen Can Wang 26 6 0 18 Apr 2024
Doubly Calibrated Estimator for Recommendation on Data Missing Not At Random Wonbin Kweon Hwanjo Yu 42 13 0 26 Feb 2024
Causal Learning for Trustworthy Recommender Systems: A Survey Jin Li Shoujin Wang Qi Zhang LongBing Cao Fang Chen Xiuzhen Zhang Dietmar Jannach Charu C. Aggarwal CML 39 1 0 13 Feb 2024
Optimal Transport for Treatment Effect Estimation Hao Wang Zhichao Chen Jiajun Fan Haoxuan Li Tianqiao Liu Weiming Liu Quanyu Dai Yichao Wang Zhenhua Dong Ruiming Tang OT CML 30 35 0 27 Oct 2023
Pareto Invariant Representation Learning for Multimedia Recommendation Shanshan Huang Haoxuan Li Qingsong Li Chunyuan Zheng Li Liu CML 24 11 0 09 Aug 2023
ConvFormer: Revisiting Transformer for Sequential User Modeling Hao Wang Jianxun Lian Mingyang Wu Haoxuan Li Jiajun Fan Wanyue Xu Chaozhuo Li Xing Xie 19 3 0 05 Aug 2023
StableDR: Stabilized Doubly Robust Learning for Recommendation on Data Missing Not at Random Haoxuan Li Chunyuan Zheng Peng Wu 14 44 0 10 May 2022
TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations Haoxuan Li Yan Lyu Chunyuan Zheng Peng Wu 21 41 0 19 Mar 2022
Deep Causal Reasoning for Recommendations Yaochen Zhu Jing Yi Jiayi Xie Zhenzhong Chen CML BDL 27 10 0 06 Jan 2022