Pith Number

pith:KOWPLRCB

pith:2024:KOWPLRCBK43YJYCG3ABOV5GQOX

not attested not anchored not stored refs pending

Understanding Machine Learning Paradigms through the Lens of Statistical Thermodynamics: A tutorial

Star (Xinxin) Liu

arxiv:2411.15945 v1 · 2024-11-24 · cs.LG · cond-mat.mtrl-sci · math.ST · physics.chem-ph · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KOWPLRCBK43YJYCG3ABOV5GQOX}

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

Random Matrix Spectra from Boltzmann-Weighted Lattice Ensembles

Receipt and verification

First computed	2026-07-05T09:39:44.154916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53acf5c441573784e046d802eaf4d075da3cbbc43338390c27462aa21d3ae6a3

Aliases

arxiv: 2411.15945 · arxiv_version: 2411.15945v1 · doi: 10.48550/arxiv.2411.15945 · pith_short_12: KOWPLRCBK43Y · pith_short_16: KOWPLRCBK43YJYCG · pith_short_8: KOWPLRCB

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/KOWPLRCBK43YJYCG3ABOV5GQOX \
  | 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: 53acf5c441573784e046d802eaf4d075da3cbbc43338390c27462aa21d3ae6a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02bb99e0960ff7ae1094f642d2ea778d0a5383eb7282a54aa23cab6b9a8f74f7",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "math.ST",
      "physics.chem-ph",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-24T18:20:05Z",
    "title_canon_sha256": "3dea7a8151381abaa7dd83c781c52f57d1082bb46d389f593b9f3ad3dc8bec9c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15945",
    "kind": "arxiv",
    "version": 1
  }
}