Sungkyunkwan team's SAG agent asks for critique only when unsure, lifting ALFWorld success

Two NeurIPS 2026 papers target cost and reliability in AI agents. SAG gates costly critique by uncertainty. VAN-Flow filters lucky actions out of offline reinforcement learning.