Pith Number

pith:ZZWIW6ZQ

pith:2022:ZZWIW6ZQYDU3VO2RTCUZ7LAC4F

not attested not anchored not stored refs pending

Unifying Generative Models with GFlowNets and Beyond

Dinghuai Zhang, Nikolay Malkin, Ricky T. Q. Chen, Yoshua Bengio

arxiv:2209.02606 v2 · 2022-09-06 · cs.LG · cs.AI · 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{ZZWIW6ZQYDU3VO2RTCUZ7LAC4F}

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

3 papers in Pith

A Distributional Framework for Generative Modeling of Molecular Crystals

Your GFlowNet Secretly Learns an Optimal Transport Plan

Stable GFlowNets with TV Monitoring and Probabilistic Guarantees

Receipt and verification

First computed	2026-07-05T05:37:07.684734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce6c8b7b30c0e9babb5198a99fac02e165250a0eac7dadf5a85c72df5d3b465c

Aliases

arxiv: 2209.02606 · arxiv_version: 2209.02606v2 · doi: 10.48550/arxiv.2209.02606 · pith_short_12: ZZWIW6ZQYDU3 · pith_short_16: ZZWIW6ZQYDU3VO2R · pith_short_8: ZZWIW6ZQ

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/ZZWIW6ZQYDU3VO2RTCUZ7LAC4F \
  | 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: ce6c8b7b30c0e9babb5198a99fac02e165250a0eac7dadf5a85c72df5d3b465c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64754a13fb4f5ec702786658c321ab4c3692d2bf959db8838795e897b906942a",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-06T15:52:51Z",
    "title_canon_sha256": "a1e2f1e21d17c74faec3c61f785745cd175186d93e28103bfae55f5d43e21251"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.02606",
    "kind": "arxiv",
    "version": 2
  }
}