Author

Yutaka Matsuo

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Jul 2026

Visual Access Boundaries in Vision-Language Model Reasoning

A symbolic-attribute oracle shows that CoT can improve counting once ground-truth attributes are supplied as text, while a single-object probe-vs-decode check shows that hard attributes can be linearly recoverable from hidden states yet difficult for the model itself to output.

Hiroto Osaka, Shohei Taniguchi, Gouki Minegishi et al. · arXiv.org · 1 citation

Open access Mar 2024

SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces

The ablation study shows that when using SSMs for temporal modeling, incorporating bidirectionality and selective scans enhances video generation performance, and SSM-based models incur lower computational cost to achieve the same Fréchet Video Distance as attention-based models.

Yuta Oshima, Shohei Taniguchi, Masahiro Suzuki et al. · New generation computing · 13 citations