Pith Number

pith:OWEUZY7G

pith:2024:OWEUZY7G5WSQHH3XIIQW4YIWOE

not attested not anchored not stored refs pending

Random Policy Evaluation Uncovers Policies of Generative Flow Networks

Emmanuel Bengio, Haoran He, Ling Pan, Qingpeng Cai

arxiv:2406.02213 v3 · 2024-06-04 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OWEUZY7G5WSQHH3XIIQW4YIWOE}

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

Your GFlowNet Secretly Learns an Optimal Transport Plan

Receipt and verification

First computed	2026-07-05T11:13:56.357339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

75894ce3e6eda5039f7742216e61167109945ce258955affd2d9bde482ac5747

Aliases

arxiv: 2406.02213 · arxiv_version: 2406.02213v3 · doi: 10.48550/arxiv.2406.02213 · pith_short_12: OWEUZY7G5WSQ · pith_short_16: OWEUZY7G5WSQHH3X · pith_short_8: OWEUZY7G

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/OWEUZY7G5WSQHH3XIIQW4YIWOE \
  | 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: 75894ce3e6eda5039f7742216e61167109945ce258955affd2d9bde482ac5747

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95494fb5b80a4de044f4a206bbe5c79c00b929e07efa1ae58cfa1f66b7d154a2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-04T11:11:53Z",
    "title_canon_sha256": "df5feb71ea39d3f724c792ba9070fc375a66a9ad9491dd93f1ccff5125834dc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02213",
    "kind": "arxiv",
    "version": 3
  }
}