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MBench: A Comprehensive Benchmark on Memory Capability for Video World Models

arXiv:2606.00793v2 Announce Type: replace Abstract: Recent advancements in video-based world models have demonstrated an unprecedented ability to synthesize high-fidelity visual sequences. However, a fundamental gap persists between visually plausible video generation and the functional requirements of a world model, particularly in maintaining a stable and reasonable internal state over extended temporal horizons. While existing benchmarks primarily emphasize visual quality, motion...

arXiv CS 1d ago