Emerging Safety Attack and Defense in Federated Instruction Tuning of
Large Language Models

Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models

15 June 2024

Rui Ye

Jingyi Chai

Yanfeng Wang

Papers citing "Emerging Safety Attack and Defense in Federated Instruction Tuning of Large Language Models"

9 / 9 papers shown

Title
WildChat: 1M ChatGPT Interaction Logs in the Wild Wenting Zhao Xiang Ren Jack Hessel Claire Cardie Yejin Choi Yuntian Deng 40 171 0 02 May 2024
FewFedPIT: Towards Privacy-preserving and Few-shot Federated Instruction Tuning Zhuo Zhang Jingyuan Zhang Jintao Huang Lizhen Qu Hongzhi Zhang Qifan Wang Xun Zhou Zenglin Xu FedML 16 3 0 10 Mar 2024
Empowering Federated Learning for Massive Models with NVIDIA FLARE Holger R. Roth Ziyue Xu Yuan-Ting Hsieh Adithya Renduchintala Isaac Yang ... Camir Ricketts Daguang Xu Chester Chen Yan Cheng Andrew Feng AI4CE 21 5 0 12 Feb 2024
Eliminating Domain Bias for Federated Learning in Representation Space Jianqing Zhang Yang Hua Jian Cao Hao Wang Tao Song Zhengui Xue Ruhui Ma Haibing Guan FedML 66 29 0 25 Nov 2023
When Foundation Model Meets Federated Learning: Motivations, Challenges, and Future Directions Weiming Zhuang Chen Chen Lingjuan Lyu C. L. P. Chen Yaochu Jin Lingjuan Lyu AIFin AI4CE 83 85 0 27 Jun 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
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 301 11,730 0 04 Mar 2022
Privacy and Robustness in Federated Learning: Attacks and Defenses Lingjuan Lyu Han Yu Xingjun Ma Chen Chen Lichao Sun Jun Zhao Qiang Yang Philip S. Yu FedML 169 351 0 07 Dec 2020
Analyzing Federated Learning through an Adversarial Lens A. Bhagoji Supriyo Chakraborty Prateek Mittal S. Calo FedML 177 1,014 0 29 Nov 2018