Pith Number

pith:CSO363QM

pith:2022:CSO363QMMSGATQEAJJSZDO24HY

not attested not anchored not stored refs pending

A Solvable Model of Neural Scaling Laws

Alexander Maloney, Daniel A. Roberts, James Sully

arxiv:2210.16859 v1 · 2022-10-30 · cs.LG · hep-th · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CSO363QMMSGATQEAJJSZDO24HY}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

21 papers in Pith

Neural Scaling Universality: If Exponents Are Fixed, Time to Understand Coefficients

Sketched Linear Contrastive Learning: Approximation, Optimization, and Statistical Scaling

Critical Percolation as a Synthetic Data Model for Interpretability

Learning Dynamics of Chain-of-Thought State Tracking in a Solvable Transformer Model

Explaining Data Mixing Scaling Laws

Receipt and verification

First computed	2026-07-05T05:11:51.628236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

149dbf6e0c648c09c0804a6591bb5c3e086c114735138e6d090ef5e5998e3b70

Aliases

arxiv: 2210.16859 · arxiv_version: 2210.16859v1 · doi: 10.48550/arxiv.2210.16859 · pith_short_12: CSO363QMMSGA · pith_short_16: CSO363QMMSGATQEA · pith_short_8: CSO363QM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/CSO363QMMSGATQEAJJSZDO24HY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 149dbf6e0c648c09c0804a6591bb5c3e086c114735138e6d090ef5e5998e3b70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aae49049c7c67e01b0f1928567be620103be88639f4828642ab86b47cea82d06",
    "cross_cats_sorted": [
      "hep-th",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-30T15:13:18Z",
    "title_canon_sha256": "44ae26300d9a9dfad8ee44cedffe96d7b88f90361fae6955dad314c68cc7f41e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.16859",
    "kind": "arxiv",
    "version": 1
  }
}