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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

Tianzhi Zhu

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2 papers indexed here

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Preprint Aug 2026

LAD-COD: Language-Aligned Dense Perception for Camouflaged Object Detection

Camouflaged object detection (COD) aims to segment objects that exhibit high visual similarity to their surroundings, which reduces foreground-background discriminability and weakens boundary evidence across appearance, texture, and structure. Such limitations motivate the use of instruction-conditioned semantics as to...

Shangye Song, Tianzhi Zhu, Syed Ariff Syed Hesham et al. · 0 citations
Sep 2026

Understanding Multimodal Learning From Modality Fusion and Alignment Perspectives.

This paper develops a dynamic strategy that jointly optimizes modality fusion and alignment, and develops a learning-based strategy using a bi-level optimization framework and theoretically proves the convergence of the learning algorithm to ensure its reliability.

Yang Yang, Feng-Qiang Wan, Qing-Jun Jiang et al. · 0 citations

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