XinyiYS
CS Ph.D. candidate @ Department of computer science, NUS.
National University of SingaporeSingapore
Pinned Repositories
CML-RewardDistribution
The code for the paper "Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards" AAAI'22 Oral Presentation.
CollaborativeFairFederatedLearning
Official implementation of our work "Collaborative Fairness in Federated Learning."
detail_release
Official released code for paper title "DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning"
FAIR
Official implementation of our AISTATS 2023 paper "FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery".
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.
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".
pysc2
StarCraft II Learning Environment
reaver
Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.
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".
XinyiYS's Repositories
XinyiYS/CollaborativeFairFederatedLearning
Official implementation of our work "Collaborative Fairness in Federated Learning."
XinyiYS/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".
XinyiYS/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.
XinyiYS/CML-RewardDistribution
The code for the paper "Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards" AAAI'22 Oral Presentation.
XinyiYS/ModelShapley
Implementation of our NeurIPS'23 paper: Model Shapley: Equitable Model Valuation with Black-box Access.
XinyiYS/FAIR
Official implementation of our AISTATS 2023 paper "FAIR: Fair Collaborative Active Learning with Individual Rationality for Scientific Discovery".
XinyiYS/Parametric-Bayesian-Learning-Games
Official implementation of our ICML'22 paper: "On the Convergence of the Shapley Value in Parametric Bayesian Learning Games".
XinyiYS/pysc2
StarCraft II Learning Environment
XinyiYS/detail_release
Official released code for paper title "DETAIL: Task DEmonsTration Attribution for Interpretable In-context Learning"
XinyiYS/reaver
Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.