3 papers
cs.LG2026
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…
physics.soc-ph2025
Dynamic Shock Recovery in IO Networks with Priority Constraints
Jichu Han, Lina Wang, Richard Bookstaber +1
Physical risks, such as droughts, floods, rising temperatures, earthquakes, infrastructure failures, and geopolitical conflicts, can ripple through global supply chains, raising co…
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…