Navigating the Future of Federated Recommendation Systems with Foundation Models

12 May 2024

Zhiwei Li

Guodong Long

Chunxu Zhang

Honglei Zhang

Jing Jiang

Chengqi Zhang

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Papers citing "Navigating the Future of Federated Recommendation Systems with Foundation Models"

24 / 24 papers shown

Title
Advances and Open Challenges in Federated Learning with Foundation Models Chao Ren Han Yu Hongyi Peng Xiaoli Tang Anran Li ... A. Tan Bo Zhao Xiaoxiao Li Zengxiang Li Qiang Yang FedML AIFin AI4CE 34 2 0 23 Apr 2024
Distributed Federated Learning-Based Deep Learning Model for Privacy MRI Brain Tumor Detection Lisang Zhou Meng Wang N. Zhou FedML 39 10 0 15 Apr 2024
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda Johannes Schneider 46 15 0 15 Apr 2024
Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning Xiaohao Xu Yunkang Cao Yongqi Chen Weiming Shen Xiaonan Huang VLM 40 3 0 17 Mar 2024
A Survey of Resource-efficient LLM and Multimodal Foundation Models Mengwei Xu Wangsong Yin Dongqi Cai Rongjie Yi Daliang Xu ... Shangguang Wang Yuanchun Li Yunxin Liu Xin Jin Xuanzhe Liu VLM 33 29 0 16 Jan 2024
A Survey on Efficient Federated Learning Methods for Foundation Model Training Herbert Woisetschläger Alexander Isenko Shiqiang Wang R. Mayer Hans-Arno Jacobsen FedML 31 8 0 09 Jan 2024
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey Xu Liu Tong Zhou Yuanxin Wang Yuping Wang Qinjingwen Cao Weizhi Du Yonghuan Yang Junjun He Yu Qiao Yiqing Shen 33 5 0 15 Dec 2023
Evaluating the Fairness of Discriminative Foundation Models in Computer Vision Junaid Ali Matthäus Kleindessner F. Wenzel Kailash Budhathoki V. Cevher Chris Russell VLM 39 5 0 18 Oct 2023
An Unified Search and Recommendation Foundation Model for Cold-Start Scenario Yuqi Gong Xichen Ding Yehui Su Kaiming Shen Zhongyi Liu Guannan Zhang LRM 49 16 0 16 Sep 2023
Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! Yubo Ma Yixin Cao YongChing Hong Aixin Sun RALM 49 85 0 15 Mar 2023
Vertical Federated Graph Neural Network for Recommender System Peihua Mai Yan Pang FedML 36 7 0 10 Mar 2023
Data Portraits: Recording Foundation Model Training Data Marc Marone Benjamin Van Durme 106 23 0 06 Mar 2023
Semi-decentralized Federated Ego Graph Learning for Recommendation Liang Qu Ningzhi Tang Ruiqi Zheng Quoc Viet Hung Nguyen Zi Huang Yuhui Shi Hongzhi Yin FedML 27 34 0 10 Feb 2023
CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention Ziyu Guo Renrui Zhang Longtian Qiu Xianzheng Ma Xupeng Miao Xuming He Bin Cui VLM AAML 32 67 0 28 Sep 2022
What does a platypus look like? Generating customized prompts for zero-shot image classification Sarah M Pratt Ian Covert Rosanne Liu Ali Farhadi VLM 90 134 0 07 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 135 537 0 27 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 267 8,441 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 268 5,177 0 28 Jan 2022
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 279 1,153 0 10 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 298 2,108 0 02 Sep 2021
Understanding the Capabilities, Limitations, and Societal Impact of Large Language Models Alex Tamkin Miles Brundage Jack Clark Deep Ganguli AILaw ELM 159 198 0 04 Feb 2021
Federated Learning on Non-IID Data Silos: An Experimental Study Q. Li Yiqun Diao Quan Chen Bingsheng He FedML OOD 56 712 0 03 Feb 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 212 3,054 0 23 Jan 2020
Knowledge Distillation by On-the-Fly Native Ensemble Xu Lan Xiatian Zhu S. Gong 179 436 0 12 Jun 2018