2 papers
cs.CL2026
RouteRec: Strict Evaluation of Recommender-Agent Selection and Aggregation
Kaiji Zhou, Vladimir Kalmykov, Yue Feng
Recommender systems increasingly face a choice among heterogeneous agents -- collaborative filters, sequential models, content-based retrievers, and LLM-based rerankers -- yet no s…
cs.AI2026
Agora: Enhancing LLM Agent Reasoning Via Auction-Based Task Allocation
Kaiji Zhou, Ales Leonardis, Yue Feng
Enhancing the reasoning capabilities of large language model (LLM) agents requires effective orchestration of diverse expert models and tools. However, existing frameworks typicall…