XinyiYS/Parametric-Bayesian-Learning-Games

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Created over 3 years ago
Updated over 2 years ago

XinyiYS/Parametric-Bayesian-Learning-Games

XinyiYS

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Official implementation of our ICML'22 paper: "On the Convergence of the Shapley Value in Parametric Bayesian Learning Games".

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.

FAIR

Official implementation of our AISTATS 2023 paper "FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery".

Jupyter Notebook