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How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective

18 April 2024

Papers citing "How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective"

27 / 27 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 153 0 0 20 May 2025
On the Role of Weight Decay in Collaborative Filtering: A Popularity Perspective Donald Loveland Mingxuan Ju Tong Zhao Neil Shah Danai Koutra 77 0 0 16 May 2025
TransDiffuser: End-to-end Trajectory Generation with Decorrelated Multi-modal Representation for Autonomous Driving Xuefeng Jiang Yuan Ma Pengxiang Li Leimeng Xu Xin Wen Kun Zhan Zhongpu Xia Peng Jia Xianpeng Lang Sheng Sun DiffM 72 1 0 14 May 2025
Test Time Embedding Normalization for Popularity Bias Mitigation Dain Kim Jinhyeok Park Dongwoo Kim 40 8 0 22 Aug 2023
Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased Recommendations Haoxuan Li Yanghao Xiao Chunyuan Zheng Peng Wu CML 80 51 0 17 Apr 2023
Adap- $τ$ : Adaptively Modulating Embedding Magnitude for Recommendation Jiawei Chen Junkang Wu Jiancan Wu Sheng Zhou Xuezhi Cao Xiangnan He 86 33 0 09 Feb 2023
Debiased Recommendation with Neural Stratification Quanyu Dai Zhenhua Dong Xu Chen 74 4 0 15 Aug 2022
ResNorm: Tackling Long-tailed Degree Distribution Issue in Graph Neural Networks via Normalization Langzhang Liang Zenglin Xu Zixing Song Irwin King Yuan Qi Jieping Ye 102 22 0 16 Jun 2022
Improving Graph Collaborative Filtering with Neighborhood-enriched Contrastive Learning Zihan Lin Changxin Tian Yupeng Hou Wayne Xin Zhao 64 434 0 13 Feb 2022
AutoDebias: Learning to Debias for Recommendation Jiawei Chen Hande Dong Yang Qiu Xiangnan He Xin Xin Liang Chen Guli Lin Keping Yang CML 116 205 0 10 May 2021
A Survey on Accuracy-oriented Neural Recommendation: From Collaborative Filtering to Information-rich Recommendation Le Wu Xiangnan He Xiang Wang Kun Zhang Meng Wang HAI 74 296 0 27 Apr 2021
Item Recommendation from Implicit Feedback Steffen Rendle 98 43 0 21 Jan 2021
Gradient Descent for Deep Matrix Factorization: Dynamics and Implicit Bias towards Low Rank H. Chou Carsten Gieshoff J. Maly Holger Rauhut 52 42 0 27 Nov 2020
Self-supervised Graph Learning for Recommendation Jiancan Wu Xiang Wang Fuli Feng Xiangnan He Liang Chen Jianxun Lian Xing Xie SSL 174 1,163 0 21 Oct 2020
Long-Tailed Classification by Keeping the Good and Removing the Bad Momentum Causal Effect Kaihua Tang Jianqiang Huang Hanwang Zhang CML 101 446 0 28 Sep 2020
Graph Convolutional Network for Recommendation with Low-pass Collaborative Filters Wenhui Yu Zheng Qin GNN 55 94 0 28 Jun 2020
LightGCN: Simplifying and Powering Graph Convolution Network for Recommendation Xiangnan He Kuan Deng Xiang Wang Yan Li Yongdong Zhang Meng Wang GNN 189 3,671 0 06 Feb 2020
Implicit Regularization in Deep Matrix Factorization Sanjeev Arora Nadav Cohen Wei Hu Yuping Luo AI4CE 85 509 0 31 May 2019
A mathematical theory of semantic development in deep neural networks Andrew M. Saxe James L. McClelland Surya Ganguli 73 271 0 23 Oct 2018
News Session-Based Recommendations using Deep Neural Networks Gabriel de Souza P. Moreira F. Ferreira A. Cunha 50 81 0 31 Jul 2018
DeepInf: Social Influence Prediction with Deep Learning J. Qiu Jian Tang Hao Ma Yuxiao Dong Kuansan Wang Jie Tang GNN AI4CE 79 545 0 15 Jul 2018
Deep Interest Network for Click-Through Rate Prediction Guorui Zhou Cheng-Ning Song Xiaoqiang Zhu Xi-Wang Dai Ziru Xu Xiao Ma Yanghui Yan Junqi Jin Han Li Kun Gai 76 1,823 0 21 Jun 2017
Spectral Norm Regularization for Improving the Generalizability of Deep Learning Yuichi Yoshida Takeru Miyato 81 334 0 31 May 2017
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 433 18,361 0 27 May 2016
Recommendations as Treatments: Debiasing Learning and Evaluation Tobias Schnabel Adith Swaminathan Ashudeep Singh Navin Chandak Thorsten Joachims CML 162 686 0 17 Feb 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,260 0 22 Dec 2014
BPR: Bayesian Personalized Ranking from Implicit Feedback Steffen Rendle Christoph Freudenthaler Zeno Gantner Lars Schmidt-Thieme BDL 152 5,734 0 09 May 2012