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cs.AI2025
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.LG2025★ 1 cited
Towards Universal Neural Likelihood Inference
Shreyas Bhat Brahmavar, Yang Li, Qiyang Liu +2
We introduce universal neural likelihood inference (UNLI): enabling a single model to provide data-grounded, conditional likelihood predictions for arbitrary targets given any coll…