2 papers
cs.LG2026
Manifold-Aware Temporal Domain Generalization for Large Language Models
Yiheng Yao, Zekun Cai, Xinyuan Song +4
Temporal distribution shifts are pervasive in real-world deployments of Large Language Models (LLMs), where data evolves continuously over time. While Temporal Domain Generalizatio…
cs.MA2026
Learning to Recommend Multi-Agent Subgraphs from Calling Trees
Xinyuan Song, Liang Zhao
Multi-agent systems (MAS) increasingly solve complex tasks by orchestrating agents and tools selected from rapidly growing marketplaces. As these marketplaces expand, many candidat…