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cs.LG2026
Image Feature Fusion-based Federated Client Unlearning (FCU)
Hangyi Shen, Yizhi Pan, Tiansuo Li +2
Major data protection regulations all mention the "right to be forgotten," and that's what pushed federated unlearning (FU) techniques forward. But one stubborn issue remains: cata…
cs.LG2025
Tilted Sharpness-Aware Minimization
Tian Li, Tianyi Zhou, Jeffrey A. Bilmes
Sharpness-Aware Minimization (SAM) has been demonstrated to improve the generalization performance of overparameterized models by seeking flat minima on the loss landscape through…
cs.LG2024
Many-Objective Multi-Solution Transport
Ziyue Li, Tian Li, Virginia Smith +2
Optimizing the performance of many objectives (instantiated by tasks or clients) jointly with a few Pareto stationary solutions (models) is critical in machine learning. However, p…