Pith Number

pith:UKRKAHL4

pith:2022:UKRKAHL4XIIRO463GUBYNSFCTY

not attested not anchored not stored refs pending

Generative Flow Networks for Discrete Probabilistic Modeling

Aaron Courville, Alexandra Volokhova, Dinghuai Zhang, Nikolay Malkin, Yoshua Bengio, Zhen Liu

arxiv:2202.01361 v2 · 2022-02-03 · 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{UKRKAHL4XIIRO463GUBYNSFCTY}

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

Machine learning for sample-based quantum diagonalization: generative configuration recovery and the classical-simulability frontier

Receipt and verification

First computed	2026-07-05T04:30:21.010299Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2a2a01d7cba111773db350386c8a29e295b16145397b43984e5106293602246

Aliases

arxiv: 2202.01361 · arxiv_version: 2202.01361v2 · doi: 10.48550/arxiv.2202.01361 · pith_short_12: UKRKAHL4XIIR · pith_short_16: UKRKAHL4XIIRO463 · pith_short_8: UKRKAHL4

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/UKRKAHL4XIIRO463GUBYNSFCTY \
  | 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: a2a2a01d7cba111773db350386c8a29e295b16145397b43984e5106293602246

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5dff10c12d8f08d9eb5de5072c11d706bb321439b38a101673eda18d9fd24bd1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-03T01:27:11Z",
    "title_canon_sha256": "178e7dd1a62ffb4a38fceebb8eff7508d7736b15a39133d776c209883f41a740"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01361",
    "kind": "arxiv",
    "version": 2
  }
}