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cs.LG2025
PDSL: Privacy-Preserved Decentralized Stochastic Learning with Heterogeneous Data Distribution
Lina Wang, Yunsheng Yuan, Chunxiao Wang +1
In the paradigm of decentralized learning, a group of agents collaborates to learn a global model using distributed datasets without a central server. However, due to the heterogen…
cs.LG2024
ROSS: RObust decentralized Stochastic learning based on Shapley values
Lina Wang, Yunsheng Yuan, Feng Li +1
In the paradigm of decentralized learning, a group of agents collaborate to learn a global model using a distributed dataset without a central server; nevertheless, it is severely…