Dynamic Fairness

Dynamic fairness addresses the evolving nature of fairness in algorithmic decision-making, aiming to move beyond static assessments to account for temporal changes and long-term consequences. Current research focuses on developing methods to quantify and mitigate unfairness arising from dynamic system interactions, including the use of causal inference, reinforcement learning, and continual learning frameworks to analyze and improve fairness over time in various applications like federated learning and human-robot interaction. This research is crucial for building more equitable and trustworthy AI systems, impacting fields ranging from healthcare and finance to social robotics.

Papers

September 11, 2024

Dynamic Fairness Perceptions in Human-Robot Interaction
Houston Claure, Kate Candon, Inyoung Shin, Marynel Vázquez
Human Robot Interaction Fairness Aware Fairness Perception Dynamic Fairness

April 16, 2024

What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement Learning
Zhihong Deng, Jing Jiang, Guodong Long, Chengqi Zhang
Reinforcement Learning Sequential Decision Making Problem Fairness Notion Long Term Fairness Dynamic Fairness

April 10, 2024

Fairness Evolution in Continual Learning for Medical Imaging
Marina Ceccon, Davide Dalle Pezze, Alessandro Fabris, Gian Antonio Susto
Deep Learning Continual LEArning Medical Imaging Fairness Metric Dynamic Fairness

November 2, 2023

Dynamic Fair Federated Learning Based on Reinforcement Learning
Weikang Chen, Junping Du, Yingxia Shao, Jia Wang, Yangxi Zhou
Reinforcement Learning Procedural Fairness FAIR Federated Learning Dynamic Fairness

May 8, 2023

Runtime Monitoring of Dynamic Fairness Properties
Thomas A. Henzinger, Mahyar Karimi, Konstantin Kueffner, Kaushik Mallik
Procedural Fairness Runtime Monitoring Dynamic Fairness Fairness Toolkits

February 17, 2023

Welfare and Fairness Dynamics in Federated Learning: A Client Selection Perspective
Yash Travadi, Le Peng, Xuan Bi, Ju Sun, Mochen Yang
Client Selection Incentive Mechanism Social Welfare Privacy Preserving Learning Dynamic Fairness

January 21, 2023

Tier Balancing: Towards Dynamic Fairness over Underlying Causal Factors
Zeyu Tang, Yatong Chen, Yang Liu, Kun Zhang
Fairness Notion Underlying Causal Long Term Fairness Dynamic Fairness

June 1, 2022

FETA: Fairness Enforced Verifying, Training, and Predicting Algorithms for Neural Networks
Kiarash Mohammadi, Aishwarya Sivaraman, Golnoosh Farnadi
Neural Network Practical Algorithm Procedural Fairness Inductive Bias Verification Task Fairness Constraint Fairness Notion Dynamic Fairness Fairness Problem

March 8, 2022

The Long Arc of Fairness: Formalisations and Ethical Discourse
Pola Schwöbel, Peter Remmers
Procedural Fairness Fairness Metric Model Fairness Story Plot Formalization Paper Dynamic Fairness Ethical Discussion