Towards Representation Alignment and Uniformity in Collaborative Filtering

Author:

Wang Chenyang1,Yu Yuanqing1,Ma Weizhi1,Zhang Min1,Chen Chong1,Liu Yiqun1,Ma Shaoping1

Affiliation:

1. Tsinghua University, Beijing, China

Funder

Natural Science Foundation of China

Tsinghua University Guoqiang Research Institute

Publisher

ACM

Reference34 articles.

1. Piotr Bojanowski and Armand Joulin . 2017 . Unsupervised learning by predicting noise . In International Conference on Machine Learning . PMLR, 517--526 . Piotr Bojanowski and Armand Joulin. 2017. Unsupervised learning by predicting noise. In International Conference on Machine Learning . PMLR, 517--526.

2. Efficient Neural Matrix Factorization without Sampling for Recommendation;Chen Chong;ACM Transactions on Information Systems (TOIS),2020

3. Attentive Collaborative Filtering

4. Deep Neural Networks for YouTube Recommendations

5. Tianyu Gao , Xingcheng Yao , and Danqi Chen . 2021. SimCSE: Simple Contrastive Learning of Sentence Embeddings. arXiv preprint arXiv:2104.08821 ( 2021 ). Tianyu Gao, Xingcheng Yao, and Danqi Chen. 2021. SimCSE: Simple Contrastive Learning of Sentence Embeddings. arXiv preprint arXiv:2104.08821 (2021).

Cited by 71 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Enhancing Knowledge-Aware Recommendation with Dual-Graph Contrastive Learning;Information;2024-09-02

2. FUMMER: A fine-grained self-supervised momentum distillation framework for multimodal recommendation;Information Processing & Management;2024-09

3. Denoising and Augmented Negative Sampling for Collaborative Filtering;ACM Transactions on Recommender Systems;2024-08-28

4. Unifying Graph Convolution and Contrastive Learning in Collaborative Filtering;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

5. Popularity-Aware Alignment and Contrast for Mitigating Popularity Bias;Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining;2024-08-24

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3