Pith Number

pith:OK3LO37A

pith:2022:OK3LO37AXCVOHF43S6QVV6DWB3

not attested not anchored not stored refs pending

Learning GFlowNets from partial episodes for improved convergence and stability

Andrei Nica, Emmanuel Bengio, Jarrid Rector-Brooks, Kanika Madan, Maksym Korablyov, Moksh Jain, Nikolay Malkin, Tom Bosc, Yoshua Bengio

arxiv:2209.12782 v3 · 2022-09-26 · 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{OK3LO37AXCVOHF43S6QVV6DWB3}

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.

Receipt and verification

First computed	2026-07-05T06:17:01.697567Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72b6b76fe0b8aae3979b97a15af8760ee06a96c3ed113de1fea71494d99f5128

Aliases

arxiv: 2209.12782 · arxiv_version: 2209.12782v3 · doi: 10.48550/arxiv.2209.12782 · pith_short_12: OK3LO37AXCVO · pith_short_16: OK3LO37AXCVOHF43 · pith_short_8: OK3LO37A

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/OK3LO37AXCVOHF43S6QVV6DWB3 \
  | 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: 72b6b76fe0b8aae3979b97a15af8760ee06a96c3ed113de1fea71494d99f5128

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c58ed6f0b3373d2a3a063bad903676fd3068124cb5b20c07d16ae6352e9e4ff1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-26T15:44:24Z",
    "title_canon_sha256": "ed950fc6ee1da3ad4e2682402f93591d9590ac935281042c9386f038f82ff278"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12782",
    "kind": "arxiv",
    "version": 3
  }
}