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

Author

Chun-Jie Ma

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Open access Jul 2026

A Temporal Action Detection Framework Based on Multi-Scale Temporal-Channel Collaboration

A Multi-scale Temporal-Channel Collaboration (MTCC) detection framework based on the Mamba architecture with state space models (SSMs), which efficiently capture long-range temporal dependencies in video sequences and a module designed to extract features from the channel dimension of video.

Yi-Bo Zhao, Wen Zhang, Chun-Jie Ma et al. · 0 citations
Preprint Aug 2026

Environment-Invariant Subspace Learning for Generalizable Deepfake Detection

This work proposes an innovative Environment-Invariant Subspace Learning (EISL) framework, which aims to disentangle features into orthogonal forgery-relevant invariant factors and environment-related residual factors via a learnable low-rank projection and designs an Environmental Intervention module that generates di...

Sheng-Hao Chen, Hao Jia, Chen Li et al. · 0 citations

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