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cs.AI2026
MemCo: Memory-Centric Collaboration for Generalizing LLM Agents to Unseen Environments
Xinting Liao, Siyan Liu, Rabab K. Ward +2
Large language model (LLM) agents increasingly operate in interactive environments, where they need to make sequential decisions through observation, action, and feedback. Although…
cs.AI2026
Auto-FL-Research: Agentic Search for Federated Learning Algorithms
Holger R. Roth, Ziyue Xu, Chester Chen +3
Federated learning (FL) research often depends on many small but consequential algorithmic choices: optimizer variants, server aggregation rules, local training schedules, normaliz…