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Author

Debajyoti Ray

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#artificial intelligence Preprint Sep 2026

Decision-Focused Active Learning for Scale-Aware Critical-Materials Recovery

This work outlines a pre-registered prospective test under a shared loss and logging standard, requiring clarified measurements and records, a defined process decision and relevant outputs, credible economic inputs, and validation at the intended scale.

Niranjan Srinivas, Debajyoti Ray, Elias Nakouzi · 0 citations
Jul 2026

Cost-Aware Recovery-Pathway Identification and Bayesian Optimization for Autonomous Materials Discovery

The implementation of Coactive learning combines a cost-sensitive Bayesian hypothesis-discrimination policy motivated by EC2 with Gaussian-process Bayesian optimization to solve a sequential decision problem with a discrete pathway-identification stage and a continuous within-pathway optimization stage under heterogene...

Debajyoti Ray, Niranjan Srinivas · 1 citation

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