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cs.LG2026
FedPSA: Modeling Behavioral Staleness in Asynchronous Federated Learning
Chaoyi Lu, Yiding Sun, Zhichuan Yang +3
Asynchronous Federated Learning (AFL) has emerged as a significant research area in recent years. By not waiting for slower clients and executing the training process concurrently,…
cs.LG2025
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
Hengbo Xiao, Purui Liu, Jingyuan Fan +5
Tasks on complex systems require high-precision numerical computation to support decisions. However, current large language models (LLMs), even with enhanced reasoning capabilities…