Pith Number

pith:34EQMFOG

pith:2023:34EQMFOGJXGBIOEN6EVZSCDFC7

not attested not anchored not stored refs pending

Causal Inference in Gene Regulatory Networks with GFlowNet: Towards Scalability in Large Systems

Alexander Tong, Dianbo Liu, Kanika Madan, Trang Nguyen, Yoshua Bengio

arxiv:2310.03579 v1 · 2023-10-05 · cs.AI · q-bio.MN

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\usepackage{pith}
\pithnumber{34EQMFOGJXGBIOEN6EVZSCDFC7}

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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

Secrets of GFlowNets' Learning Behavior: A Theoretical Study

Receipt and verification

First computed	2026-07-05T06:57:35.374258Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df090615c64dcc14388df12b99086517dfdffbf3f57249fadf86e08318fe3242

Aliases

arxiv: 2310.03579 · arxiv_version: 2310.03579v1 · doi: 10.48550/arxiv.2310.03579 · pith_short_12: 34EQMFOGJXGB · pith_short_16: 34EQMFOGJXGBIOEN · pith_short_8: 34EQMFOG

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/34EQMFOGJXGBIOEN6EVZSCDFC7 \
  | 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: df090615c64dcc14388df12b99086517dfdffbf3f57249fadf86e08318fe3242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81ba09096cf12a1fc34a222c4ca60c2cf5e87456b194f45c7efd69b01292855e",
    "cross_cats_sorted": [
      "q-bio.MN"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-05T14:59:19Z",
    "title_canon_sha256": "cc133e2d3c0a736cff1351ca715f98f71a8a93df5664bf2a550e5835fbbce384"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03579",
    "kind": "arxiv",
    "version": 1
  }
}