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diff --git a/design/experiment-spec.md b/design/experiment-spec.md index c814057..77d1606 100644 --- a/design/experiment-spec.md +++ b/design/experiment-spec.md @@ -125,3 +125,20 @@ cross the gap from pattern matching to computation. --- > Copied from the research repo `prime-grokking/main.md` @ 546dc2c (provenance: `~/Projects/research`, remote ssh://meru/~/projects/research.git). + + +--- + +## Prior art (appended 2026-08-14, Gemini 3.6 Flash design review) + +No prior grokking work on next-prime / primality found. Canonical refs: + +- Power et al. 2022 (arXiv:2201.02177) — grokking, modular arithmetic +- Nanda et al. 2023 (arXiv:2301.05217) — grokking progress measures +- Liu et al. 2022 (arXiv:2205.10343) — empirical grokking study +- Varma et al. 2023 (arXiv:2309.02390) — grokking via circuit efficiency +- Graves 2016 (arXiv:1603.08983) — ACT +- Banino et al. 2021 (arXiv:2107.05407) — PonderNet +- Giannou et al. 2023 (arXiv:2301.13196) — looped transformers +- Xu et al. ICLR 2020 (arXiv:1905.13211) — algorithmic alignment +- Xu et al. 2021 (arXiv:2009.11848) — extrapolation / GNNs |