Pith Number

pith:WQEG76N3

pith:2026:WQEG76N3JINWH4UCPV3IWWYKFF

not attested not anchored not stored refs pending

Deriving Neural Scaling Laws from the statistics of natural language

Allan Ravent\'os, Francesco Cagnetta, Matthieu Wyart, Surya Ganguli

arxiv:2602.07488 v3 · 2026-02-07 · cs.LG · cs.AI · stat.ML

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\usepackage{pith}
\pithnumber{WQEG76N3JINWH4UCPV3IWWYKFF}

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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

16 papers in Pith

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

Critical Percolation as a Synthetic Data Model for Interpretability

Statistical Properties of Training & Generalization

Neuron Populations Exhibit Divergent Selectivity with Scale

Scaling Laws for Neural-Network Quantum States

Receipt and verification

First computed	2026-07-07T00:15:52.251830Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4086ff9bb4a1b63f2827d768b5b0a297d93331ada2521ee7371f2ab6b5277de

Aliases

arxiv: 2602.07488 · arxiv_version: 2602.07488v3 · doi: 10.48550/arxiv.2602.07488 · pith_short_12: WQEG76N3JINW · pith_short_16: WQEG76N3JINWH4UC · pith_short_8: WQEG76N3

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/WQEG76N3JINWH4UCPV3IWWYKFF \
  | 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: b4086ff9bb4a1b63f2827d768b5b0a297d93331ada2521ee7371f2ab6b5277de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e3f0351cde33aa708490a75b27b4cd79b43a3065d1c072ca8a9546c3025c4c13",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-07T10:40:28Z",
    "title_canon_sha256": "3e58a8beca57b64ee938cfbd1abd53d5f48cc323e3dc6b8e76780a7a01792bb7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.07488",
    "kind": "arxiv",
    "version": 3
  }
}