Pith Number

pith:GADPWYC7

pith:2025:GADPWYC7ASIYJE532NI2GDIFPP

not attested not anchored not stored refs pending

The Race to Efficiency: A New Perspective on AI Scaling Laws

Chien-Ping Lu

arxiv:2501.02156 v3 · 2025-01-04 · cs.LG · cs.AI · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GADPWYC7ASIYJE532NI2GDIFPP}

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

1 paper in Pith

Meek Models Shall Inherit the Earth

Receipt and verification

First computed	2026-07-05T09:58:27.677509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3006fb605f04918493bbd351a30d057bdf36fb7b25abc22e21237db519a2b8dd

Aliases

arxiv: 2501.02156 · arxiv_version: 2501.02156v3 · doi: 10.48550/arxiv.2501.02156 · pith_short_12: GADPWYC7ASIY · pith_short_16: GADPWYC7ASIYJE53 · pith_short_8: GADPWYC7

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/GADPWYC7ASIYJE532NI2GDIFPP \
  | 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: 3006fb605f04918493bbd351a30d057bdf36fb7b25abc22e21237db519a2b8dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b06981fb256e5670e0827430b64081a447caf4e5f35701990e2a4b3edb8ed405",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-04T01:45:32Z",
    "title_canon_sha256": "33c71efef207f02a07091ef0cc743b0b526b0a87b93662ab149db8be6cbed863"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.02156",
    "kind": "arxiv",
    "version": 3
  }
}