Fairness Incentives in Response to Unfair Dynamic Pricing

no code implementations • 22 Apr 2024 • Jesse Thibodeau, Hadi Nekoei, Afaf Taïk, Janarthanan Rajendran, Golnoosh Farnadi

We find that, upon deploying a learned tax and redistribution policy, social welfare improves on that of the fairness-agnostic baseline, and approaches that of the analytically optimal fairness-aware baseline for the multi-armed and contextual bandit settings, and surpassing it by 13. 19% in the full RL setting.

Fairness Reinforcement Learning (RL)

Federated Edge Learning : Design Issues and Challenges

no code implementations • 31 Aug 2020 • Afaf Taïk, Soumaya Cherkaoui

The design of FEEL algorithms for resources-efficient learning raises several challenges.

Federated Learning Scheduling