Recommendations as Treatments: Debiasing Learning and Evaluation

Recommendations as Treatments: Debiasing Learning and Evaluation

17 February 2016

Tobias Schnabel

Adith Swaminathan

Thorsten Joachims

Papers citing "Recommendations as Treatments: Debiasing Learning and Evaluation"

14 / 14 papers shown

Title
Taming Recommendation Bias with Causal Intervention on Evolving Personal Popularity Shiyin Tan Dongyuan Li Renhe Jiang Zhen Wang Xingtong Yu Manabu Okumura CML 95 0 0 20 May 2025
Truncated Matrix Completion - An Empirical Study Rishhabh Naik Nisarg Trivedi Davoud Ataee Tarzanagh Laura Balzano 146 3 0 14 Apr 2025
Exploiting Observation Bias to Improve Matrix Completion Yassir Jedra Sean Mann Charlotte Park Devavrat Shah 212 1 0 03 Jan 2025
Invariant debiasing learning for recommendation via biased imputation Ting Bai Weijie Chen Cheng Yang C. Shi 400 2 0 28 Dec 2024
Debias Can be Unreliable: Mitigating Bias Issue in Evaluating Debiasing Recommendation Chengbing Wang Wentao Shi Jizhi Zhang Wenjie Wang Hang Pan Fuli Feng 123 1 0 07 Sep 2024
ROLeR: Effective Reward Shaping in Offline Reinforcement Learning for Recommender Systems Yi Zhang Ruihong Qiu Jiajun Liu Sen Wang OffRL 62 0 0 18 Jul 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 81 8 0 18 Apr 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 44 1 0 13 Feb 2024
When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations David Liu Jackie Baek Tina Eliassi-Rad 51 0 0 15 Oct 2023
Uncertainty Calibration for Counterfactual Propensity Estimation in Recommendation Wenbo Hu Xin Sun Qiang liu Wenbo Hu Shu Wu 64 0 0 23 Mar 2023
Differentiating Student Feedbacks for Knowledge Tracing Jiajun Cui Wei Zhang Chanjin Zheng Lu Wang Mo Yu Wei Zhang AI4Ed 80 0 0 16 Dec 2022
Concept Drift Detection: Dealing with MissingValues via Fuzzy Distance Estimations Anjin Liu Jie Lu Guangquan Zhang 124 15 0 09 Aug 2020
Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning Wenhao Zhang Wentian Bao Xiao-Yang Liu Keping Yang Quan Lin Hong Wen Ramin Ramezani CML 53 105 0 16 Oct 2019
Unbiased Offline Evaluation of Contextual-bandit-based News Article Recommendation Algorithms Lihong Li Wei Chu John Langford Xuanhui Wang OffRL 150 574 0 31 Mar 2010