Pith Number

pith:OTSRJ2G4

pith:2023:OTSRJ2G4FEWNX54FOXVYAG7LDF

not attested not anchored not stored refs pending

A theory of continuous generative flow networks

Alexandra Volokhova, Alex Hern\'andez-Garc\'ia, Dinghuai Zhang, L\'ena N\'ehale Ezzine, Nikolay Malkin, Pablo Lemos, Salem Lahlou, Tristan Deleu, Yoshua Bengio

arxiv:2301.12594 v2 · 2023-01-30 · cs.LG · 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{OTSRJ2G4FEWNX54FOXVYAG7LDF}

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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

A Distributional Framework for Generative Modeling of Molecular Crystals

Receipt and verification

First computed	2026-07-05T06:13:38.173024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74e514e8dc292cdbf78575eb801beb196372e7d676941cad3283296c1f6249a2

Aliases

arxiv: 2301.12594 · arxiv_version: 2301.12594v2 · doi: 10.48550/arxiv.2301.12594 · pith_short_12: OTSRJ2G4FEWN · pith_short_16: OTSRJ2G4FEWNX54F · pith_short_8: OTSRJ2G4

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/OTSRJ2G4FEWNX54FOXVYAG7LDF \
  | 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: 74e514e8dc292cdbf78575eb801beb196372e7d676941cad3283296c1f6249a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a71565bf3880cfacb44e2a9690eae4f49eead3997ee2b591afc790e73a931a5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-30T00:37:56Z",
    "title_canon_sha256": "5a136ac0975a637a00f711a1a2995d818b691c95ad61293839eecf3498b3fb6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.12594",
    "kind": "arxiv",
    "version": 2
  }
}