Efficient fair PCA for fair representation learning

Efficient fair PCA for fair representation learning

26 February 2023

Matthäus Kleindessner

Muhammad Bilal Zafar

Papers citing "Efficient fair PCA for fair representation learning"

12 / 12 papers shown

Title
Hidden Convexity of Fair PCA and Fast Solver via Eigenvalue Optimization Junhui Shen Aaron J. Davis Ding Lu Z. Bai 40 2 0 01 Mar 2025
Adaptive Activation Steering: A Tuning-Free LLM Truthfulness Improvement Method for Diverse Hallucinations Categories Tianlong Wang Xianfeng Jiao Yifan He Zhongzhi Chen Yinghao Zhu Xu Chu Junyi Gao Yasha Wang Liantao Ma LLMSV 71 8 0 26 May 2024
Surgical Feature-Space Decomposition of LLMs: Why, When and How? Arnav Chavan Nahush Lele Deepak Gupta 45 2 0 17 May 2024
Fair Streaming Principal Component Analysis: Statistical and Algorithmic Viewpoint Junghyun Lee Hanseul Cho Se-Young Yun Chulhee Yun 38 5 0 28 Oct 2023
A Joint Matrix Factorization Analysis of Multilingual Representations Zheng Zhao Yftah Ziser Bonnie Webber Shay B. Cohen 32 2 0 24 Oct 2023
Learning Fair Representations with High-Confidence Guarantees Yuhong Luo Austin Hoag Philip S Thomas FaML AI4TS 53 0 0 23 Oct 2023
Evaluating the Fairness of Discriminative Foundation Models in Computer Vision Junaid Ali Matthäus Kleindessner F. Wenzel Kailash Budhathoki V. Cevher Chris Russell VLM 70 10 0 18 Oct 2023
Fair Canonical Correlation Analysis Zhuoping Zhou Davoud Ataee Tarzanagh Bojian Hou Boning Tong Jia Xu Yanbo Feng Jinjin Yu Li Shen 63 5 0 27 Sep 2023
LEACE: Perfect linear concept erasure in closed form Nora Belrose David Schneider-Joseph Shauli Ravfogel Ryan Cotterell Edward Raff Stella Biderman KELM MU 41 103 0 06 Jun 2023
Log-linear Guardedness and its Implications Shauli Ravfogel Yoav Goldberg Ryan Cotterell 28 2 0 18 Oct 2022
Linear Adversarial Concept Erasure Shauli Ravfogel Michael Twiton Yoav Goldberg Ryan Cotterell KELM 84 57 0 28 Jan 2022
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 676 0 17 Feb 2018