Author

Lianyu Hu

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Jul 2026

PhysMRV: Physical Memory Retrieval and Verification for Physics Plausibility Reasoning

Experimental results demonstrate consistent improvements over direct prompting across diverse VLMs and evaluation benchmarks, showing that structured physical memories provide an effective and scalable means of enhancing physical plausibility reasoning without additional training.

Wenyuan Wang, Lianyu Hu, Hao Wang et al. · arXiv.org · 0 citations

Preprint Aug 2026

COMET: Contrastive Motion-Enhanced Temporal Reasoning for Video Multimodal Large Language Models

COMET is a temporally grounded framework that systematically strengthens video MLLMs through explicit temporal representation, appearance-motion fusion, and direction-aware optimization and achieves consistent overall improvements with a pronounced motion-temporal bias.

Chenghua Zhu, Zhaolu Kang, Qifan Shi et al. · 0 citations