tengyu-ma

3 notes carry this tag — 2 claims, 1 capture. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

Zhang, Wen & Ma's CPL paper (arXiv:2602.10300) cites Hu et al.'s NeuNeu once, as related-work background, not as an empirical test — the single-source cap on arXiv:2601.19831 remains undischarged

claim seedling Tier 1 2026-11-04 · neural-scaling-laws, hu-2026, neunenu, single-source-cap, source-corroboration
Zhang, Wen & Ma's CPL method reports 20–40% lower pretraining-loss prediction error than the Chinchilla law, generalizing to runs using up to 10x more compute than its training set

claim seedling Tier 1 2026-11-04 · neural-scaling-laws, chinchilla-law, tengyu-ma, scaling-laws, single-source-cap
Zhang, Wen & Ma's Configuration-to-Performance Scaling Law (2026) cites Hu et al.'s 'Neural Neural Scaling Laws' only once, as background — not as an empirical test, so the vault's single-source cap on NeuNeu remains undischarged

capture promoted Tier 1 2026-11-03 · neural-scaling-laws, hu-2026, neunenu, single-source-cap, source-corroboration