On Fairness of Low-Rank Adaptation of Large Models

On Fairness of Low-Rank Adaptation of Large Models

27 May 2024

Pura Peetathawatchai

Papers citing "On Fairness of Low-Rank Adaptation of Large Models"

10 / 10 papers shown

Title
Fairness-Aware Low-Rank Adaptation Under Demographic Privacy Constraints Parameswaran Kamalaruban Mark Anderson Stuart Burrell Maeve Madigan Piotr Skalski David Sutton 47 0 0 07 Mar 2025
Fair Foundation Models for Medical Image Analysis: Challenges and Perspectives Dilermando Queiroz Anderson Carlos André Anjos Lilian Berton 43 0 0 24 Feb 2025
FairLoRA: Unpacking Bias Mitigation in Vision Models with Fairness-Driven Low-Rank Adaptation Rohan Sukumaran Aarash Feizi Adriana Romero-Sorian G. Farnadi 31 1 0 22 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 24 3 0 10 Oct 2024
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression Junyuan Hong Jinhao Duan Chenhui Zhang Zhangheng Li Chulin Xie ... B. Kailkhura Dan Hendrycks Dawn Song Zhangyang Wang Bo-wen Li 28 24 0 18 Mar 2024
Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes Lucio Dery Steven Kolawole Jean-Francois Kagey Virginia Smith Graham Neubig Ameet Talwalkar 29 27 0 08 Feb 2024
Holistic Evaluation of Text-To-Image Models Tony Lee Michihiro Yasunaga Chenlin Meng Yifan Mai Joon Sung Park ... Jun-Yan Zhu Fei-Fei Li Jiajun Wu Stefano Ermon Percy Liang 136 124 0 07 Nov 2023
Pruning has a disparate impact on model accuracy Cuong Tran Ferdinando Fioretto Jung-Eun Kim Rakshit Naidu 32 37 0 26 May 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019