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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Junjun Jiang

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2 papers indexed here

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Oct 2026

Learning to Reorder: Value-Driven State Space Models for Underwater Image Enhancement

State Space Models (SSMs) have emerged as a compelling backbone for vision tasks, offering linear complexity and global receptive fields. However, their application to Underwater Image Enhancement (UIE) is fundamentally constrained by the inherent mismatch between the standard sequential scanning mechanism and the uniq...

Kui Jiang, Yan Luo, Jun-Jun Jiang et al. · 0 citations
Jul 2026

CLUIE: Clustering-Aware Recurrent Propagation with Local Structural Compensation for Underwater Image Enhancement

A Clustering-aware RWKV framework, termed CRWKV, is proposed, which reformulates the fixed recurrent propagation path of conventional RWKV into a content-adaptive token trajectory and introduces Clustering-aware Semantic Dynamic Reordering (CSDR), which groups tokens according to semantic feature similarity and derives...

Kui Jiang, Zefan Feng, Lai-Bin Chang et al. · 0 citations

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