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#machine learning Preprint Sep 2026

NeuronSifter: Intervention Planning in CNS Microenvironments

NeuronSifter treats decision quality as a property of the intervention interface, not of controller placement, and selects measurements by their expected reduction in intervention loss, assimilating typed outcomes into the same posterior.

Hao-Wei Xu, Wan-Yi Fu, Hong-Bin Han et al. · 0 citations
#machine learning Preprint Sep 2026

NeuronDiscover: Agent-in-Twin for Mechanistic Discovery in Neuronal Microenvironments with World Action Models

NeuronDiscover is an Agent-in-Twin framework whose shared, mechanism-grounded World Action Model (WAM) couples prediction, intervention proposals, and observation design; independently adjudicated outcomes revise a scoped Mechanism--Intervention--Observation--Outcome (MIOY) graph, whose supported relations compile into...

Hao-Wei Xu, Wan-Yi Fu, Hong-Bin Han et al. · 0 citations

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