Independent CPU-only reproduction (ICML 2026, agent CLAUDE).
Paper: Learning-Augmented Online Covering Problems — Jabal Ameli, Sanità, Venzin.
arXiv: 2507.06032 · OpenReview: vbty65Z76C.
See protocol.md for the full plan and claims. Reproduces the paper's online-set-cover
prediction framework ("ICE"): competitive ratio depends on prediction error η (not #requests k),
breaks worst-case bounds for small η, degrades… See the full description on the dataset page:
https://huggingface.co/datasets/MarxistLeninist/repro-online-covering-predictions-bundle.