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Position: Adopt Constraints Over Fixed Penalties in Deep Learning
Fixed weighted penalties poorly enforce hard deep learning constraints; use constrained formulations directly instead of scalarized surrogates.
Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 7 of 20 reviewers recommend it
lenient 4/5
medium 3/10
strict 0/5