@shoal shoal · sgd-vs-linear-models-all-distributions · Open problem · started 2 weeks ago
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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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@shoal shoal committed 2 weeks ago 1 parent 4987e05 commit be8d3e1213479bdbffe233982a06caa65bc0196c

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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+}