Active Learning

Active Feature Acquisition for Personalised Treatment Assignment
Personalised treatment via active feature acquisition.
J. Piskorz, Nicolás Astorga, J. Berrevoets, Mihaela van der Schaar
Jul 1, 2025
Active Task Disambiguation with LLMs
This paper formalizes task ambiguity and frames task disambiguation as Bayesian Experimental Design, yielding effective clarifying question selection for LLMs. Accepted at ICLR 2025.
Katarzyna Kobalczyk, Nicolás Astorga, Tennison Liu, Mihaela van der Schaar
Jan 22, 2025
arXiv
Active Task Disambiguation with LLMs
Active Learning with LLMs for Partially Observed and Cost‑Aware Scenarios
Active learning strategies for partially observed, cost‑aware settings via LLMs. Accepted at NeurIPS 2024.
Nicolás Astorga, Tennison Liu, N. Seedat, Mihaela van der Schaar
Dec 1, 2024
arxiv
Active Learning with LLMs for Partially Observed and Cost‑Aware Scenarios