Conditional Supervised Contrastive Learning for Fair Text Classification

Conditional Supervised Contrastive Learning for Fair Text Classification

23 May 2022

Papers citing "Conditional Supervised Contrastive Learning for Fair Text Classification"

11 / 11 papers shown

Title
A Contrastive Learning Approach to Mitigate Bias in Speech Models Alkis Koudounas F. Giobergia Eliana Pastor Elena Baralis 39 1 0 20 Jun 2024
HateDebias: On the Diversity and Variability of Hate Speech Debiasing Nankai Lin Hongyan Wu Zhengming Chen Zijian Li Lianxi Wang Shengyi Jiang Dong Zhou Aimin Yang 28 0 0 07 Jun 2024
Learning Label Hierarchy with Supervised Contrastive Learning Ruixue Lian W. Sethares Junjie Hu 27 1 0 31 Jan 2024
A Novel Information-Theoretic Objective to Disentangle Representations for Fair Classification Pierre Colombo Nathan Noiry Guillaume Staerman Pablo Piantanida FaML DRL 30 1 0 21 Oct 2023
Prompt Tuning Pushes Farther, Contrastive Learning Pulls Closer: A Two-Stage Approach to Mitigate Social Biases Yingji Li Mengnan Du Xin Wang Ying Wang 45 26 0 04 Jul 2023
Factorized Contrastive Learning: Going Beyond Multi-view Redundancy Paul Pu Liang Zihao Deng Martin Q. Ma James Y. Zou Louis-Philippe Morency Ruslan Salakhutdinov SSL 24 49 0 08 Jun 2023
Pushing the Accuracy-Group Robustness Frontier with Introspective Self-play J. Liu Krishnamurthy Dvijotham Jihyeon Janel Lee Quan Yuan Martin Strobel Balaji Lakshminarayanan Deepak Ramachandran 21 5 0 11 Feb 2023
Erasure of Unaligned Attributes from Neural Representations Shun Shao Yftah Ziser Shay B. Cohen 12 9 0 06 Feb 2023
MABEL: Attenuating Gender Bias using Textual Entailment Data Jacqueline He Mengzhou Xia C. Fellbaum Danqi Chen 19 32 0 26 Oct 2022
Contrastive Learning for Fair Representations Aili Shen Xudong Han Trevor Cohn Timothy Baldwin Lea Frermann FaML 34 33 0 22 Sep 2021
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 673 0 17 Feb 2018