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cs.CV2026
OPIS: An Input-Grounded Benchmark for Multi-Object Memory in Video World Models
Hao Wang, Tao Yu, Liuzhou Zhang +13
Video world models must preserve the visual state of the world over time, but existing evaluation protocols often rely on generated histories, video reference, or selected revisit…
cs.CV2026
EgoTSR++: Egocentric Spatiotemporal Reasoning for Task Progress Understanding
Xiaoda Yang, Can Wang, Yuxiang Liu +3
Vision-Language Models (VLMs) have advanced rapidly in static visual understanding, yet remain unreliable when judging how an egocentric task is progressing. Given a task instructi…