Author

Sutanay Choudhury

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Jul 2026

Reaction-network reasoning with frontier models for experimentally confirmed catalyst-selectivity hypotheses

A human-AI co-thinking framework that enforces network invariance to extract testable hypotheses from complex chemical graphs and guided the prospective synthesis of a copper-iron oxide catalyst demonstrating a threefold increase in acetate selectivity over matched Cu-rich baselines.

Sutanay Choudhury, Anwesha Banerjee, Udishnu Sanyal et al. · arXiv.org · 0 citations

Jul 2026

Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science

This work introduces Mycelium, an active shared workspace that automatically connects researchers and AI agents, and describes networked intelligence as sparse conditional computation over distributed scientific contexts as sparse conditional computation over distributed scientific contexts.

Sutanay Choudhury, Jeffrey J. Czajka, L. Monteiro et al. · arXiv.org · 0 citations