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National University of Singapore
- Singapore
- https://xinyi-xu.com
- @michael_xinyi
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CollaborativeFairFederatedLearning
CollaborativeFairFederatedLearning PublicOfficial implementation of our work "Collaborative Fairness in Federated Learning."
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Robust-and-Fair-Federated-Learning
Robust-and-Fair-Federated-Learning PublicImplementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in Federated Learning".
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Gradient-Driven-Rewards-to-Guarantee-Fairness-in-Collaborative-Machine-Learning
Gradient-Driven-Rewards-to-Guarantee-Fairness-in-Collaborative-Machine-Learning PublicOfficial code repository for our accepted work "Gradient Driven Rewards to Guarantee Fairness in Collaborative Machine Learning" in NeurIPS'21.
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CML-RewardDistribution
CML-RewardDistribution PublicThe code for the paper "Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards" AAAI'22 Oral Presentation.
Python 5
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ModelShapley
ModelShapley PublicImplementation of our NeurIPS'23 paper: Model Shapley: Equitable Model Valuation with Black-box Access.
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