2 papers
cs.AI2026
Information Templates: A New Paradigm for Intelligent Active Feature Acquisition
Hung-Tien Huang, Dzung Dinh, Junier B. Oliva
Active feature acquisition (AFA) is an instance-adaptive paradigm in which, at inference time, a policy sequentially chooses which features to acquire (at a cost) before predicting…
cs.LG2024
Dynamic Information Sub-Selection for Decision Support
Hung-Tien Huang, Maxwell Lennon, Shreyas Bhat Brahmavar +2
We introduce Dynamic Information Sub-Selection (DISS), a novel framework of AI assistance designed to enhance the performance of black-box decision-makers by tailoring their inform…