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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

Jinshan Pan

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Preprint Sep 2026

Incentive Noise and Structural Prior Infusion for Multi-modal Object Re-Identification

This work proposes a novel framework centered on Positive-Incentive Noise and structured prompt modulation that harnesses task-aware {\pi}-noise, sampled from a distribution conditioned on both visual and text inputs, to perturb global tokens and enable semantics-guided cross-modal compensation.

Wei-Xiang Zhou, Yu-Hao Wang, Xing-Guo Xu et al. · 0 citations
Open access Jul 2026

Degradation-Aware Prompt Learning With Cross-Modal Compensation for Adverse Weather Removal

A Degradation-Aware Cross-Modal Prompt Compensation Network that leverages cross-modal degradation cues from a pre-trained vision-language model to condition restoration features within a unified backbone, achieving robust and perceptually consistent restoration across diverse weather conditions.

Wan-Shu Fan, Yunzhe Zhang, Yue Shen et al. · 0 citations

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