2 papers
cs.CL2026
How to Train a Real-World Silicon Concierge? Internalizing Complex Business Workflow to Only OneModel
Chang Liu, Chaoyang Ning, Dayi Jiang +32
Traditional industrial agents rely on modular pipelines, including Router, Retriever, Planner, Executor, Responder, Reviewer, and other components. These systems often fracture int…
cs.LG2026
Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets
Jiaxi Liu, Aiping Yang, Yuhang Yang +4
Sequential decision problems often exhibit an asymmetric evolution of information and decision flexibility: as a decision cycle unfolds, the agent receives richer information while…