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 +5
While retrieval-augmented generation (RAG) has proven effective at giving LLMs access to external knowledge, mainstream dense-retrieval implementations remain inherently limited in…