Xinyi Xu's repositories
CollaborativeFairFederatedLearning
Official implementation of our work "Collaborative Fairness in Federated Learning."
Robust-and-Fair-Federated-Learning
Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning".
Gradient-Driven-Rewards-to-Guarantee-Fairness-in-Collaborative-Machine-Learning
Official code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurIPS'21.
CML-RewardDistribution
The code for the paper "Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards" AAAI'22 Oral Presentation.
ModelShapley
Implementation of our NeurIPS'23 paper: Model Shapley: Equitable Model Valuation with Black-box Access.
Parametric-Bayesian-Learning-Games
Official implementation of our ICML'22 paper: "On the Convergence of the Shapley Value in Parametric Bayesian Learning Games".
reaver
Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.