Reliability-Aware Future Conditioning for Temporally Robust Robot Manipulation
The paper introduces Reliability-Aware Future Conditioning (RAFC) to fix failures in robot manipulation caused by temporal misalignment when using generated future predictions. RAFC treats timing mismatch as a control problem by learning how much to trust received data and which future hypothesis to prefer, significantly improving performance under off-grid phase shifts.