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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

Zi-You Zhou

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2 papers indexed here

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Open access Aug 2026

PCIM-DTA: Pairwise Conditional Interaction Modeling for Drug-Target Affinity Prediction under Cold-Start Scenarios.

MOTIVATION Cold-start drug-target affinity prediction remains challenging because static interaction mechanisms cannot adapt to individual drug-target pairs. RESULTS We propose PCIM-DTA, which constructs pair-level interaction representations and derives a pair-specific condition vector from global drug and target fe...

Zi-You Zhou, Min Chen, Wen-Jia Zhou et al. · 3 citations
Sep 2026

Similarity-Adaptive interaction routing for Drug-Target affinity prediction.

SIGMA-DTA, a similarity-guided adaptive interaction modeling framework for DTA prediction, introduces a similarity-driven routing mechanism that adjusts information propagation under different similarity levels and can model complex drug-target relationships more effectively.

Zi-You Zhou, Min Chen, Wen-Jia Zhou et al. · 1 citation

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