Pith Number

pith:G325O3YS

pith:2024:G325O3YSZMFXWVNNTAMHWRXS2D

not attested not anchored not stored refs pending

Neural Scaling Laws Rooted in the Data Distribution

Ari Brill

arxiv:2412.07942 v1 · 2024-12-10 · cs.LG · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{G325O3YSZMFXWVNNTAMHWRXS2D}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

4 papers in Pith

Critical Percolation as a Synthetic Data Model for Interpretability

Smooth Scaling Laws Hide Stepwise Token Learning

Practical Scaling Laws: Converting Compute into Performance in a Data-Constrained World

Superposition Yields Robust Neural Scaling

Receipt and verification

First computed	2026-07-05T09:47:41.500387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36f5d76f12cb0b7b55ad98187b46f2d0ca548abacc5867ef3b076a921244de56

Aliases

arxiv: 2412.07942 · arxiv_version: 2412.07942v1 · doi: 10.48550/arxiv.2412.07942 · pith_short_12: G325O3YSZMFX · pith_short_16: G325O3YSZMFXWVNN · pith_short_8: G325O3YS

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/G325O3YSZMFXWVNNTAMHWRXS2D \
  | 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: 36f5d76f12cb0b7b55ad98187b46f2d0ca548abacc5867ef3b076a921244de56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "060dd13d3f1bcf3294f05bb561bfc4649dc3a88ae123b4273052978d9042bbbd",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T22:01:38Z",
    "title_canon_sha256": "fd0336e06e8ec70691aa52a37aeb89c6b853bfc6772b2729b2eb095f1104bfd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07942",
    "kind": "arxiv",
    "version": 1
  }
}