2 papers
cs.DC2026
Ready Cohorts: Bounding GPU Opportunity and Avoiding Host Round Trips in LLM-Agent Control
Josef Liyanjun Chen
LLM-agent services repeatedly execute small deterministic transitions between model and tool calls: route an outcome, update state, and emit the next effect. We ask when this contr…
cs.CL2026
SAG: SQL-Retrieval Augmented Generation with Query-Time Dynamic Hyperedges
Yuchao Wu, Junqin Li, XingCheng Liang +4
Retrieval-Augmented Generation (RAG) offers an effective approach for large language models to access external knowledge. However, existing methods rely on dense similarity retriev…