Fairness-aware Adversarial Perturbation Towards Bias Mitigation for Deployed Deep Models

3 March 2022

Zhifei Zhang

Tao Wei

Papers citing "Fairness-aware Adversarial Perturbation Towards Bias Mitigation for Deployed Deep Models"

37 / 37 papers shown

Title
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning Yifan Liu Ruichen Yao Y. Liu Ruohan Zong Zhiyu Li Yang Zhang Dong Wang CVBM 67 0 0 03 May 2025
Attack and defense techniques in large language models: A survey and new perspectives Zhiyu Liao Kang Chen Yuanguo Lin Kangkang Li Yunxuan Liu Hefeng Chen Xingwang Huang Yuanhui Yu AAML 59 0 0 02 May 2025
CAD-VAE: Leveraging Correlation-Aware Latents for Comprehensive Fair Disentanglement Chenrui Ma Rongchang Zhao Xi Xiao Hongyang Xie Tianyang Wang Xuben Wang Huatian Zhang Yanning Shen 65 1 0 11 Mar 2025
Do Fairness Interventions Come at the Cost of Privacy: Evaluations for Binary Classifiers Huan Tian Guangsheng Zhang Bo Liu Tianqing Zhu Ming Ding Wanlei Zhou 58 0 0 08 Mar 2025
Effective Guidance for Model Attention with Simple Yes-no Annotations Seongmin Lee Ali Payani Duen Horng Chau FAtt 47 0 0 29 Oct 2024
BadFair: Backdoored Fairness Attacks with Group-conditioned Triggers Jiaqi Xue Qian Lou Mengxin Zheng 31 1 0 23 Oct 2024
Strategic Demonstration Selection for Improved Fairness in LLM In-Context Learning Jingyu Hu Weiru Liu Mengnan Du 30 2 0 19 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Boddeti 47 4 0 05 Aug 2024
Breaking the Global North Stereotype: A Global South-centric Benchmark Dataset for Auditing and Mitigating Biases in Facial Recognition Systems Siddharth D. Jaiswal Animesh Ganai A. Dash Saptarshi Ghosh Animesh Mukherjee CVBM 50 2 0 22 Jul 2024
FairViT: Fair Vision Transformer via Adaptive Masking Bowei Tian Ruijie Du Yanning Shen 40 1 0 20 Jul 2024
FairDomain: Achieving Fairness in Cross-Domain Medical Image Segmentation and Classification Yu Tian Congcong Wen Min Shi Muhammad Muneeb Afzal Hao Huang Muhammad Osama Khan Yan Luo Yi Fang Mengyu Wang OOD 63 7 0 11 Jul 2024
fairBERTs: Erasing Sensitive Information Through Semantic and Fairness-aware Perturbations Jinfeng Li YueFeng Chen Xiangyu Liu Longtao Huang Rong Zhang Hui Xue AAML 37 0 0 11 Jul 2024
Fairness and Bias in Multimodal AI: A Survey Tosin Adewumi Lama Alkhaled Namrata Gurung G. V. Boven Irene Pagliai 63 9 0 27 Jun 2024
Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis Qingpeng Kong Ching-Hao Chiu Dewen Zeng Yu-Jen Chen Tsung-Yi Ho Jingtong Hu Yiyu Shi 59 0 0 14 May 2024
Utilizing Adversarial Examples for Bias Mitigation and Accuracy Enhancement Pushkar Shukla Dhruv Srikanth Lee Cohen Matthew A. Turk AAML 42 0 0 18 Apr 2024
Inference-Time Rule Eraser: Fair Recognition via Distilling and Removing Biased Rules Yi Zhang Dongyuan Lu Jitao Sang FaML 37 1 0 07 Apr 2024
Distributionally Generative Augmentation for Fair Facial Attribute Classification Fengda Zhang Qianpei He Kun Kuang Jiashuo Liu Long Chen Chao-Xiang Wu Jun Xiao Hanwang Zhang CVBM 44 8 0 11 Mar 2024
APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation Zikang Xu Fenghe Tang Quan Quan Qingsong Yao S. Kevin Zhou 51 3 0 08 Mar 2024
Toward Fairness via Maximum Mean Discrepancy Regularization on Logits Space Hao-Wei Chung Ching-Hao Chiu Yu-Jen Chen Yiyu Shi Tsung-Yi Ho FaML 42 0 0 20 Feb 2024
FairEHR-CLP: Towards Fairness-Aware Clinical Predictions with Contrastive Learning in Multimodal Electronic Health Records Yuqing Wang Malvika Pillai Yun Zhao Catherine M. Curtin Tina Hernandez-Boussard 32 0 0 01 Feb 2024
Achieve Fairness without Demographics for Dermatological Disease Diagnosis Ching-Hao Chiu Yu-Jen Chen Yawen Wu Yiyu Shi Tsung-Yi Ho 43 4 0 16 Jan 2024
A Large-Scale Empirical Study on Improving the Fairness of Image Classification Models Junjie Yang Jiajun Jiang Zeyu Sun Junjie Chen 31 2 0 08 Jan 2024
FairSeg: A Large-Scale Medical Image Segmentation Dataset for Fairness Learning Using Segment Anything Model with Fair Error-Bound Scaling Yu Tian Minfei Shi Yan Luo Ava Kouhana T. Elze Mengyu Wang 18 5 0 03 Nov 2023
FairVision: Equitable Deep Learning for Eye Disease Screening via Fair Identity Scaling Yan Luo Muhammad Osama Khan Yu Tian Minfei Shi Zehao Dou T. Elze Yi Fang Mengyu Wang 17 7 0 03 Oct 2023
KFC: Kinship Verification with Fair Contrastive Loss and Multi-Task Learning Jia Luo Peng Keng Wei Chang Shang-Hong Lai 21 2 0 19 Sep 2023
When Measures are Unreliable: Imperceptible Adversarial Perturbations toward Top- $k$ Multi-Label Learning Yuchen Sun Qianqian Xu Zitai Wang Qingming Huang AAML 30 1 0 27 Jul 2023
On the Cause of Unfairness: A Training Sample Perspective Yuanshun Yao Yang Liu TDI 44 0 0 30 Jun 2023
Harvard Glaucoma Fairness: A Retinal Nerve Disease Dataset for Fairness Learning and Fair Identity Normalization Yan Luo Yu Tian Minfei Shi Louis R. Pasquale Lucy Q. Shen Nazlee Zebardast T. Elze Mengyu Wang 39 18 0 15 Jun 2023
Fairness-Sensitive Policy-Gradient Reinforcement Learning for Reducing Bias in Robotic Assistance Jie Zhu Mengsha Hu Xueyao Liang Amy Zhang Ruoming Jin Rui Liu 24 1 0 07 Jun 2023
Learning by Grouping: A Multilevel Optimization Framework for Improving Fairness in Classification without Losing Accuracy Ramtin Hosseini Li Zhang Bhanu Garg P. Xie FaML 14 0 0 02 Apr 2023
Fairness meets Cross-Domain Learning: a new perspective on Models and Metrics Leonardo Iurada S. Bucci Timothy M. Hospedales Tatiana Tommasi 29 0 0 25 Mar 2023
Measuring Equality in Machine Learning Security Defenses: A Case Study in Speech Recognition Luke E. Richards Edward Raff Cynthia Matuszek AAML 16 2 0 17 Feb 2023
Fairness-aware Vision Transformer via Debiased Self-Attention Yao Qiang Chengyin Li Prashant Khanduri D. Zhu ViT 71 8 0 31 Jan 2023
Fair Multi-Exit Framework for Facial Attribute Classification Ching-Hao Chiu Hao-Wei Chung Yu-Jen Chen Yiyu Shi Tsung-Yi Ho CVBM 16 4 0 08 Jan 2023
Improving Fairness in Image Classification via Sketching Ruichen Yao Ziteng Cui Xiaoxiao Li Lin Gu 38 15 0 31 Oct 2022
On Biased Behavior of GANs for Face Verification Sasikanth Kotti Mayank Vatsa Richa Singh CVBM 27 1 0 27 Aug 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 32 21 0 22 Aug 2022