Beyond Greedy Acquisition: A Distribution-Aware Active Learning Framework for Molecular Discovery

Ruixuan Chen, Zhixuan Song, Wentao Li, Zhao Leyi, Kai Zhao, Xiaonan Wang

Submission Type: I want my submission to be considered for both oral and poster presentation.

Keywords: Active Learning ，Curriculum Learning，Out-of-Distribution Generalization ，Molecular Property Prediction

TL;DR: This research proposes a distribution-aware active learning framework that controls training trajectories to improve sample efficiency under distribution shift

Confirmation Of Submission Requirements: I submit an abstract. It uses the template provided on the submission page and is no longer than 2 pages.

Submission Number: 288