Pith Number

pith:ART6OIEW

pith:2025:ART6OIEWGYNSIG22Y4NEWUYZSE

not attested not anchored not stored refs pending

Physics of Skill Learning

Eric J. Michaud, Jeff Gore, Max Tegmark, Yizhou Liu, Ziming Liu

arxiv:2501.12391 v1 · 2025-01-21 · cs.LG · cs.AI · physics.data-an · 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{ART6OIEWGYNSIG22Y4NEWUYZSE}

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

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

AgenticDataBench: A Comprehensive Benchmark for Data Agents

The Power of Power Law: Asymmetry Enables Compositional Reasoning

Superposition Yields Robust Neural Scaling

Receipt and verification

First computed	2026-07-05T10:03:35.600026Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0467e72096361b241b5ac71a4b5319910ae604f911cba98eecdf09641325e7f4

Aliases

arxiv: 2501.12391 · arxiv_version: 2501.12391v1 · doi: 10.48550/arxiv.2501.12391 · pith_short_12: ART6OIEWGYNS · pith_short_16: ART6OIEWGYNSIG22 · pith_short_8: ART6OIEW

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/ART6OIEWGYNSIG22Y4NEWUYZSE \
  | 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: 0467e72096361b241b5ac71a4b5319910ae604f911cba98eecdf09641325e7f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d00f87d13668346afe30062bb3419ad937200e0ebf0df93d8ec4adc2500bff8",
    "cross_cats_sorted": [
      "cs.AI",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-21T18:59:49Z",
    "title_canon_sha256": "2ab716afd52d8cfe1ea2181bdd65c15fb09bb5ef228e46149c28642227db2f20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12391",
    "kind": "arxiv",
    "version": 1
  }
}