Unbiased Learning-to-Rank with Biased Feedback

16 August 2016

Papers citing "Unbiased Learning-to-Rank with Biased Feedback"

50 / 159 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 12 0 0 20 May 2025
To Judge or not to Judge: Using LLM Judgements for Advertiser Keyphrase Relevance at eBay Soumik Dey Hansi Wu Binbin Li 52 0 0 07 May 2025
Counterfactual Inference under Thompson Sampling Olivier Jeunen OffRL LRM 42 0 0 03 Apr 2025
Understanding Visual Saliency of Outlier Items in Product Search F. Sarvi Mohammad Aliannejadi Sebastian Schelter Maarten de Rijke 49 0 0 30 Mar 2025
A Survey of Model Architectures in Information Retrieval Zhichao Xu Fengran Mo Zhiqi Huang Crystina Zhang Puxuan Yu Bei Wang Jimmy J. Lin Vivek Srikumar KELM 3DV 84 2 0 21 Feb 2025
Judging the Judges: A Collection of LLM-Generated Relevance Judgements Hossein A. Rahmani Clemencia Siro Mohammad Aliannejadi Nick Craswell Charles L. A. Clarke Guglielmo Faggioli Bhaskar Mitra Paul Thomas Emine Yilmaz ELM 64 1 0 20 Feb 2025
Unbiased Learning to Rank with Query-Level Click Propensity Estimation: Beyond Pointwise Observation and Relevance Lulu Yu Keping Bi Jiafeng Guo Shihao Liu Dawei Yin Xueqi Cheng 68 0 0 17 Feb 2025
Unleashing the Power of Large Language Model for Denoising Recommendation Shuyao Wang Zhi Zheng Yongduo Sui Hui Xiong 111 0 0 13 Feb 2025
LiPO: Listwise Preference Optimization through Learning-to-Rank Tianqi Liu Zhen Qin Junru Wu Jiaming Shen Misha Khalman ... Mohammad Saleh Simon Baumgartner Jialu Liu Peter J. Liu Xuanhui Wang 141 52 0 28 Jan 2025
Reducing Popularity Influence by Addressing Position Bias Andrii Dzhoha Alexey Kurennoy Vladimir Vlasov Marjan Celikik 64 0 0 11 Dec 2024
Self-Calibrated Listwise Reranking with Large Language Models Ruiyang Ren Yuhao Wang K. Zhou Wayne Xin Zhao Wenjie Wang Jing Liu Ji-Rong Wen Tat-Seng Chua LRM KELM 53 0 0 07 Nov 2024
Orbit: A Framework for Designing and Evaluating Multi-objective Rankers Chenyang Yang Tesi Xiao Michael Shavlovsky Christian Kastner Tongshuang Wu 49 0 0 07 Nov 2024
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models Junda Wu Xintong Li Ruoyu Wang Yu Xia Yuxin Xiong ... Xiang Chen Branislav Kveton Lina Yao Jingbo Shang Julian McAuley OffRL LRM 31 1 0 31 Oct 2024
Learning to Rank for Multiple Retrieval-Augmented Models through Iterative Utility Maximization Alireza Salemi Hamed Zamani RALM 31 4 0 13 Oct 2024
Ranking Policy Learning via Marketplace Expected Value Estimation From Observational Data Ehsan Ebrahimzadeh Nikhil Monga Hang Gao Alex Cozzi Abraham Bagherjeiran CML OffRL 30 0 0 06 Oct 2024
Proximal Ranking Policy Optimization for Practical Safety in Counterfactual Learning to Rank Shashank Gupta Harrie Oosterhuis Maarten de Rijke OffRL 37 0 0 15 Sep 2024
GraphEx: A Graph-based Extraction Method for Advertiser Keyphrase Recommendation Ashirbad Mishra Soumik Dey Marshall Wu Jinyu Zhao He Yu Kaichen Ni Binbin Li Kamesh Madduri 59 2 0 05 Sep 2024
Contextual Dual Learning Algorithm with Listwise Distillation for Unbiased Learning to Rank Lulu Yu Keping Bi Shiyu Ni Jiafeng Guo 34 0 0 19 Aug 2024
Practical and Robust Safety Guarantees for Advanced Counterfactual Learning to Rank Shashank Gupta Harrie Oosterhuis Maarten de Rijke 43 6 0 29 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities To Eun Kim Alireza Salemi Andrew Drozdov Fernando Diaz Hamed Zamani 65 7 0 17 Jul 2024
Learning to Rank for Maps at Airbnb Malay Haldar Hongwei Zhang Kedar Bellare Sherry Chen Soumyadip Banerjee ... Mustafa Abdool Huiji Gao Pavan Tapadia Liwei He Sanjeev Katariya 31 1 0 25 Jun 2024
Off-Policy Evaluation from Logged Human Feedback Aniruddha Bhargava Lalit P. Jain Branislav Kveton Ge Liu Subhojyoti Mukherjee OffRL 34 2 0 14 Jun 2024
Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives Da Xu Danqing Zhang Guangyu Yang Bo Yang Shuyuan Xu Lingling Zheng Cindy Liang 32 2 0 10 Jun 2024
Investigating the Robustness of Counterfactual Learning to Rank Models: A Reproducibility Study Zechun Niu Jiaxin Mao Qingyao Ai Ji-Rong Wen 220 0 0 04 Apr 2024
Unbiased Learning to Rank Meets Reality: Lessons from Baidu's Large-Scale Search Dataset Philipp Hager Romain Deffayet J. Renders O. Zoeter Maarten de Rijke 39 4 0 03 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 39 1 0 13 Feb 2024
A Unified Causal View of Instruction Tuning Luyao Chen Wei Huang Ruqing Zhang Wei Chen Jiafeng Guo Xueqi Cheng 33 1 0 09 Feb 2024
Position bias in features Richard Demsyn-Jones 17 1 0 04 Feb 2024
Relevance Feedback with Brain Signals Ziyi Ye Xiaohui Xie Qingyao Ai Yiqun Liu Zhihong Wang Weihang Su Min Zhang 54 9 0 09 Dec 2023
Text-Transport: Toward Learning Causal Effects of Natural Language Victoria Lin Louis-Philippe Morency Eli Ben-Michael 11 4 0 31 Oct 2023
Graph Ranking Contrastive Learning: A Extremely Simple yet Efficient Method Yulan Hu Ouyang Sheng Jingyu Liu Ge Chen Zhirui Yang Junchen Wan Fuzheng Zhang Zhongyuan Wang Yong Liu 36 0 0 23 Oct 2023
Robust Collaborative Filtering to Popularity Distribution Shift An Zhang Wenchang Ma Jingnan Zheng Xiang Wang Tat-Seng Chua 34 21 0 16 Oct 2023
Identifiability Matters: Revealing the Hidden Recoverable Condition in Unbiased Learning to Rank Mouxiang Chen Chenghao Liu Zemin Liu Zhuo Li Jianling Sun CML 34 2 0 27 Sep 2023
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective Pu Miao Zeyao Du Junlin Zhang SSL 26 5 0 14 Sep 2023
Double Clipping: Less-Biased Variance Reduction in Off-Policy Evaluation Jan Malte Lichtenberg Alexander K. Buchholz Giuseppe Di Benedetto M. Ruffini Ben London OffRL 29 2 0 03 Sep 2023
Inducing Causal Structure for Abstractive Text Summarization Luyao Chen Ruqing Zhang Wei Huang Wei Chen Jiafeng Guo Xueqi Cheng CML 26 1 0 24 Aug 2023
Click-Conversion Multi-Task Model with Position Bias Mitigation for Sponsored Search in eCommerce Yibo Wang Yanbing Xue Bo Liu Musen Wen Wenting Zhao Stephen D. Guo Philip S. Yu 27 3 0 29 Jul 2023
Online Matching: A Real-time Bandit System for Large-scale Recommendations Xinyang Yi Shaoyang Wang Ruining He Hariharan Chandrasekaran Charles Wu Lukasz Heldt Lichan Hong Minmin Chen Ed H. Chi OffRL 38 3 0 29 Jul 2023
An IPW-based Unbiased Ranking Metric in Two-sided Markets Keisho Oh Naoki Nishimura M. Sung Ken Kobayashi Kazuhide Nakata 6 0 0 14 Jul 2023
Understanding User Behavior in Carousel Recommendation Systems for Click Modeling and Learning to Rank Santiago de Leon-Martinez CML LRM 26 2 0 04 Jul 2023
Multi-Scenario Ranking with Adaptive Feature Learning Yu Tian Bofang Li Si Chen Xubin Li Hongbo Deng Jian Xu Bo Zheng Qian Wang Chenliang Li 31 11 0 29 Jun 2023
Query Understanding in the Age of Large Language Models Avishek Anand Venktesh V Abhijit Anand Vinay Setty LRM 56 4 0 28 Jun 2023
Off-Policy Evaluation of Ranking Policies under Diverse User Behavior Haruka Kiyohara Masatoshi Uehara Yusuke Narita N. Shimizu Yasuo Yamamoto Yuta Saito OffRL CML 36 8 0 26 Jun 2023
Unified Off-Policy Learning to Rank: a Reinforcement Learning Perspective Zeyu Zhang Yi-Hsun Su Hui Yuan Yiran Wu R. Balasubramanian Qingyun Wu Huazheng Wang Mengdi Wang OffRL CML 44 4 0 13 Jun 2023
RankFormer: Listwise Learning-to-Rank Using Listwide Labels Maarten Buyl Paul Missault Pierre-Antoine Sondag OffRL 19 7 0 09 Jun 2023
Rec4Ad: A Free Lunch to Mitigate Sample Selection Bias for Ads CTR Prediction in Taobao Jingyue Gao Shuguang Han Ziru Xu Siran Yang Yuning Jiang Jian Xu Bo Zheng 46 13 0 06 Jun 2023
Ranking with Popularity Bias: User Welfare under Self-Amplification Dynamics Guy Tennenholtz Martin Mladenov Nadav Merlis Robert L. Axtell Craig Boutilier 27 0 0 24 May 2023
Counterfactual Augmentation for Multimodal Learning Under Presentation Bias Victoria Lin Louis-Philippe Morency Dimitrios Dimitriadis Srinagesh Sharma CML 37 1 0 23 May 2023
The Role of Relevance in Fair Ranking Aparna Balagopalan Abigail Z. Jacobs Asia J. Biega 40 8 0 09 May 2023
Recent Advances in the Foundations and Applications of Unbiased Learning to Rank Shashank Gupta Philipp Hager Jin Huang Ali Vardasbi Harrie Oosterhuis OffRL 39 5 0 04 May 2023