AIBullisharXiv – CS AI · 6h ago6/10
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Why Pool When You Can Flow? Active Learning with GFlowNets
Researchers introduce BALD-GFlowNet, a generative active learning framework that replaces traditional pool-based sample selection with generative sampling to dramatically improve scalability. The method maintains comparable performance to standard BALD while reducing computational costs independent of unlabeled dataset size, particularly valuable for drug discovery applications involving billions of molecular candidates.