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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Wei Ji

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Preprint Aug 2026

SAMOT: State-Aware Step Modulation and Optimal Transport Matching for Audio-Visual Instance Segmentation

A framework with Adaptive Dynamic Step Modulation (ADSM) and Optimal Transport-based Matching Modulation (OT-MM) is proposed, which adaptively modulates Mamba step sizes using temporal variation, cross-modal discrepancy, and historical context, balancing rapid response to modality-state changes with stable long-range m...

Kai Peng, Yun-Zhe Shen, Miao Zhang et al. · 0 citations
Preprint Aug 2026

Hear to See: Discerning Stateful Listening for Audio-Visual Instance Segmentation

H2S addresses challenges of audio-visual instance segmentation through the Acoustic-Semantic Projector and the Asynchronous Dynamics Modulator, prioritizing current information during dynamic variations and maintaining continuity in stable periods.

Leiye Liu, Miao Zhang, Jia-Hong Jiang et al. · 0 citations

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