Pith Number

pith:WRDAQX43

pith:2023:WRDAQX43YK2UK6LPHX2CHCK7DN

not attested not anchored not stored refs pending

Distributional GFlowNets with Quantile Flows

Aaron Courville, Dinghuai Zhang, Ling Pan, Ricky T. Q. Chen, Yoshua Bengio

arxiv:2302.05793 v3 · 2023-02-11 · cs.LG · cs.AI · stat.CO · 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{WRDAQX43YK2UK6LPHX2CHCK7DN}

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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

Your GFlowNet Secretly Learns an Optimal Transport Plan

Receipt and verification

First computed	2026-07-05T07:46:15.760469Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b446085f9bc2b545796f3df423895f1b556060d153b6d2e382f6dfce63c90006

Aliases

arxiv: 2302.05793 · arxiv_version: 2302.05793v3 · doi: 10.48550/arxiv.2302.05793 · pith_short_12: WRDAQX43YK2U · pith_short_16: WRDAQX43YK2UK6LP · pith_short_8: WRDAQX43

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/WRDAQX43YK2UK6LPHX2CHCK7DN \
  | 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: b446085f9bc2b545796f3df423895f1b556060d153b6d2e382f6dfce63c90006

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0da6b6d3f82ee5bf624767027f731d9233359bfdb950d9c459492b524a225e01",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.CO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-11T22:06:17Z",
    "title_canon_sha256": "00ee4a4309e552adee41fe424783382b506c44c1687fdfb1084a3e1f8c2fd77e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05793",
    "kind": "arxiv",
    "version": 3
  }
}