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Reproduction: All ERMs Can Fail in Stochastic Convex Optimization (Lzwp2KXedc / arXiv 2602.08350)
Independent numerical audit of Burla & Livni, "All ERMs Can Fail in Stochastic Convex Optimization: Lower Bounds in Linear Dimension" (ICML 2026).
See protocol.md for the exact claims, construction, and success/falsification criteria.
Run: python src/sco.py --all (CPU only, <10 min). Results land in outputs/, figures in figures/.
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