Pith Number

pith:P2XAB4YY

pith:2023:P2XAB4YYQLPPAZUR7NEMY6PGNH

not attested not anchored not stored refs pending

Energy Transformer

Bao Pham, Benjamin Hoover, Dmitry Krotov, Duen Horng Chau, Hendrik Strobelt, Mohammed J. Zaki, Rameswar Panda, Yuchen Liang

arxiv:2302.07253 v2 · 2023-02-14 · cs.LG · cond-mat.dis-nn · cs.CV · q-bio.NC · 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{P2XAB4YYQLPPAZUR7NEMY6PGNH}

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

2 papers in Pith

Reasoning as Attractor Dynamics: Latent Memory Retrieval via Gibbs-Weighted Energy Minimization

Explaining Machine Learning and Memorization with Statistical Mechanics

Receipt and verification

First computed	2026-07-05T07:07:36.773968Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7eae00f31882def06691fb48cc79e669d6dcf7f10fb3140565b727de402b4b63

Aliases

arxiv: 2302.07253 · arxiv_version: 2302.07253v2 · doi: 10.48550/arxiv.2302.07253 · pith_short_12: P2XAB4YYQLPP · pith_short_16: P2XAB4YYQLPPAZUR · pith_short_8: P2XAB4YY

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/P2XAB4YYQLPPAZUR7NEMY6PGNH \
  | 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: 7eae00f31882def06691fb48cc79e669d6dcf7f10fb3140565b727de402b4b63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b5cbf8208221da5754e9ea16f1db9810d9ddb69fb76d9ed9da7fc4e07caffed",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cs.CV",
      "q-bio.NC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-14T18:51:22Z",
    "title_canon_sha256": "86b46738f77ec8c41da0d2ea2b81d009ee6648bc171dddbb2d26d602af8bfeef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07253",
    "kind": "arxiv",
    "version": 2
  }
}