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cs.LG2026
The Mechanics of Delta Learning: Target Design for Generalizable Scientific Machine Learning
Kareem M. Gameel, Ihor Neporozhnii, Sjoerd Hoogland +1
In scientific machine learning, -learning trains models on residual errors relative to physical baselines, assuming that more accurate baselines with smaller residual scales inh…
cs.LG2024
Efficient Biological Data Acquisition through Inference Set Design
Ihor Neporozhnii, Julien Roy, Emmanuel Bengio +1
In drug discovery, highly automated high-throughput laboratories are used to screen a large number of compounds in search of effective drugs. These experiments are expensive, so on…