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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

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Juslin Franklin

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Open access Aug 2026

Treatment-Informed Continuous-Time Dynamics with Structural Output Coherence for Multi-Task Chronic Kidney Disease Progression Prediction

TIDE, a Treatment-Informed Dynamics Encoder, a diagonal continuous-time state space uses the true inter-observation interval as its integration step and lets the exogenous intervention channel modulate the decay eigenvalues, so an intervention alters the rate law rather than the level.

Juslin Franklin, Gopalakrishna Kanathur · 0 citations

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