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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

Licheng Liu

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2 papers indexed here

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2026

Interpretable Cross-Sensor Hyperspectral Image Super-Resolution

Hyperspectral image super-resolution (HSI SR) has attracted increasing research attention. Despite recent advances, existing HSI SR methods face two major limitations: 1) differences across sensors hinder the generalization of models trained on source-sensor data to unseen sensor data and 2) data-driven methods general...

Yao-Ting Liu, Jiang-Meng Zhou, Ya-Feng Zou et al. · 0 citations
Open access Sep 2026

Vision–language guided semantic-geometric transformer for memory-efficient 3D scene understanding

This work proposes a segmentation framework guided by Contrastive Language–Image Pre-training (CLIP) that enriches sparse 3D tokens with vision–language semantic priors and introduces a decoupled CLIP-induced semantic residual that forms semantic-geometric attention biases for local window attention.

Li-Cheng Liu, Yu Li, Fu-Yong Liu · 0 citations

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