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cs.AI2026
Decision-Focused Active Learning for Scale-Aware Critical-Materials Recovery
Niranjan Srinivas, Debajyoti Ray, Elias Nakouzi
Choosing a recovery process for scale-up requires connecting laboratory results with product requirements, process costs, and scale effects. We analyze records from Pacific Northwe…
cs.AI2026
Cost-Aware Recovery-Pathway Identification and Bayesian Optimization for Autonomous Materials Discovery
Debajyoti Ray, Niranjan Srinivas
Autonomous laboratories automate experimental execution, but a campaign must also decide which recovery pathway merits optimization. We formulate this as a sequential decision prob…