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Pith Number

pith:IK4FNN2U

pith:2024:IK4FNN2UTBPFP7KPIWDC7NY4WJ
not attested not anchored not stored refs pending

LLM-initialized Differentiable Causal Discovery

Brenda Miao, Constantijn van der Poel, David Hidary, Martin Ganahl, Shiv Kampani

arxiv:2410.21141 v1 · 2024-10-28 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IK4FNN2UTBPFP7KPIWDC7NY4WJ}

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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

Receipt and verification
First computed 2026-07-05T09:27:15.920766Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

42b856b754985e57fd4f45862fb71cb258092d2178b2ba560becc3e3fd1ef598

Aliases

arxiv: 2410.21141 · arxiv_version: 2410.21141v1 · doi: 10.48550/arxiv.2410.21141 · pith_short_12: IK4FNN2UTBPF · pith_short_16: IK4FNN2UTBPFP7KP · pith_short_8: IK4FNN2U
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IK4FNN2UTBPFP7KPIWDC7NY4WJ \
  | 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: 42b856b754985e57fd4f45862fb71cb258092d2178b2ba560becc3e3fd1ef598
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ef526c89748b192759e407cfc4ddaf1da2e30750fc48edcb38f7789ed6db16e3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T15:43:31Z",
    "title_canon_sha256": "9ec0eb08fe8b59b986364a9b69fe08c74b839c8dc42ef619bcb6002fc9027952"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21141",
    "kind": "arxiv",
    "version": 1
  }
}