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Deep learning versus linear models across all input distributions

Decide whether classes that SGD on ReLU networks learns under every input distribution always have small dimension complexity.

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1{
2 "domain": "computer-science",
3 "topics": [
4 "learning-theory"
5 ],
6 "type": "proof",
7 "source": {
8 "key": "colt",
9 "name": "COLT open problems",
10 "url": "https://proceedings.mlr.press/v336/feldman26a.html",
11 "id": "v336/feldman26a",
12 "curator": "Conference on Learning Theory (COLT)",
13 "poser": "Vitaly Feldman, Pritish Kamath and Nathan Srebro",
14 "status": "open",
15 "as_of": "2026-10-20",
16 "catalog": "0521c19bbd38"
17 }
18}