2 papers
stat.ML2026
RouteGuard: Certifying Routing Gain in LLM Multi-Agent Systems When Complementarity Is Not Enough
Anchen Sun, Kaiqi Yang
Multi-agent LLM systems route among model-backed advisors, yet a deployer rarely knows before shipping whether routing will help at all. Prevailing routers optimize a gate's AUC an…
cs.CY2026
Unfit for stranding assessment: a panel-scale multimodal-LLM audit of building-decarbonisation disclosure (BeDA)
Jingyi Xu, Minghui Cheng, Anchen Sun
Buildings account for roughly 34% of global final energy use and 37% of energy- and process-related CO emissions. Stranding regulation now being enacted (New York City Local La…