2026
Memory as Dynamics: Learning Reliability-Guided Predictive Models for Online Video Perception
ICML 2026poster
Predictive memory has recently emerged as a powerful mechanism for online video models, enabling temporal reasoning beyond static memory banks. However, we observe a paradoxical phenomenon in which predictive memory often exacerbates drift under occlusion or rapid motion, as inaccurate predictions c…