Pith Number

pith:C2NPTRQ7

pith:2019:C2NPTRQ73NGBKCWLVGPVFPZOTY

not attested not anchored not stored refs pending

Gradient-Based Neural DAG Learning

Philippe Brouillard, S\'ebastien Lachapelle, Simon Lacoste-Julien, Tristan Deleu

arxiv:1906.02226 v2 · 2019-06-05 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{C2NPTRQ73NGBKCWLVGPVFPZOTY}

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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

10 papers in Pith

DCD-PFN: A Decoupling-Aware Foundation Model for Causal Discovery

polyDAG: Polynomial Acyclicity Constraints for Efficient Continuous Causal Discovery in Visual Semantic Graphs

EML-CD: Causal Mechanism Recovery via EML Symbolic Trees in Structure Learning

Do Real-World Datasets Contain Natural Experiments? An Empirical Study Using Causal Feature Selection

Score-matching-based Structure Learning for Temporal Data on Networks

Receipt and verification

First computed	2026-07-05T00:41:29.688268Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

169af9c61fdb4c150acba99f52bf2e9e330d9c8355772baaf40b7980703e66c2

Aliases

arxiv: 1906.02226 · arxiv_version: 1906.02226v2 · doi: 10.48550/arxiv.1906.02226 · pith_short_12: C2NPTRQ73NGB · pith_short_16: C2NPTRQ73NGBKCWL · pith_short_8: C2NPTRQ7

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/C2NPTRQ73NGBKCWLVGPVFPZOTY \
  | 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: 169af9c61fdb4c150acba99f52bf2e9e330d9c8355772baaf40b7980703e66c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "989bee540cfe781e18ed6feac2885293173fc367c0b3aa02098bca38b7d42368",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-06-05T18:09:55Z",
    "title_canon_sha256": "bd7008ca0e6207709267fc2c77298f0dfa0b27ce0261fecd77b77007a9187cc9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.02226",
    "kind": "arxiv",
    "version": 2
  }
}