cs.LG, math.OC

Position: Adopt Constraints Over Fixed Penalties in Deep Learning

arXiv:2505.20628v4 Announce Type: replace
Abstract: Recent efforts to develop trustworthy AI systems have increased interest in learning problems with explicit requirements, or constraints. In deep learning, however, such problems are often handled th…