2 papers
cs.LG2026
PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning
Hengbo Xiao, Jingyuan Fan, Xin Tong +3
Tasks on complex systems require high-precision numerical computation to support decisions, but current large language models (LLMs) cannot integrate such computations as an intrin…
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,…