When and Where to Look: Adaptive Visual Evidence Scheduling for Efficient Long Video Understanding
EcoFrame is proposed, a training-free framework for low-overhead query-adaptive visual evidence scheduling that leverages the VLM's inference feedback to determine when to increase the frame budget and where to search for additional candidate evidence.