Quality-Controlled Active Learning via Gaussian Processes for Robust Structure-Property Learning in Autonomous Microscopy

arXiv:2603.29135 · cs.LG · Submitted 2026-03-31 · Read on arXiv

cs.LG

Submitted: 2026-03-31

Updated: 2026-10-05

Code: https://github.com/hasanjawad001/curiosity-driven-gated-active-learning

Terminology

• Active Learning — 4× in this paper · explained in 6 episodes
• Fidelity — 1× in this paper · explained in 2 episodes

Sources

• Multiscale structure-property discovery via active learning in scanning tunneling microscopy
• Batch Active Learning via Coordinated Matching

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