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…
cs.GT2025
On Incentivizing Social Information Sharing Through Routing Games
Songhua Li, Lingjie Duan
Crowdsourcing services, such as Waze, leverage a mass of mobile users to learn massive point-of-interest (PoI) information while traveling and share it as a public good. Given that…
cs.CR2025
Lightweight Federated Learning with Differential Privacy and Straggler Resilience
Shu Hong, Xiaojun Lin, Lingjie Duan
Federated learning (FL) enables collaborative model training through model parameter exchanges instead of raw data. To avoid potential inference attacks from exchanged parameters,…