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

Author

Lujuan Dang

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Sep 2026

AdaCompVL: Adaptive Compression of Spatiotemporal and Cross-Modal Redundancy for Efficient Video-Language Learning.

Multimodal large language models (MLLMs) have recently extended from static image understanding to video comprehension, but representing videos as frame-level token sequences incurs substantial computational overhead. Existing visual token compression methods typically rely on uniform sampling or single-dimension redun...

Jian-Xin Ma, Shi-Bo Jin, Lu-Juan Dang et al. · 0 citations
Jul 2026

Efficient Heterogeneous Exploration with Mutual Policy Divergence Maximization for Multiagent Reinforcement Learning.

This work introduces a novel MARL framework, Multi-Agent Divergence Policy Optimization (MADPO) with Mutual Policy Divergence Maximization (Mutual PDM), and proposes a new extension of CCS divergence for measuring policy divergence of more than two agents, the Generalized Conditional Cauchy-Schwarz (GCCS) divergence.

Haowen Dou, Lujuan Dang, Mingfei Lu et al. · 0 citations

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