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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

Liyang Chen

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2 papers indexed here

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Open access Sep 2026

Integrated pangenomics and population genomics reveal climate adaptation and maladaptation in an East Asian tree

Characterizing genomic variation in keystone forest trees is critical for understanding and predicting the adaptation and maladaptation of terrestrial ecosystems to global climate change. In this study, we integrate five high-quality genomes and high-depth whole-genome resequencing data from 222 individuals across 44 n...

Li-Yang Chen, Yu-Peng Sang, Xu-Ming Dan et al. · 0 citations
Preprint Aug 2026

EffectLearner: World-Aware Object-Effect Reasoning for Real-World Video Object Removal

EffectLearner is proposed, a semantic-reasoning-enhanced framework that combines a VLM-based Object-Effect Reasoner with a DiT-based Video Eraser that achieves clear advantages on both EffectWorld-Eval and the challenging EffectWorld-Wild, demonstrating its ability to deliver high-quality video object removal in comple...

Fei Wu, Wan-Ke Xia, Xu He et al. · 0 citations

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