Pith Number

pith:QZ4LLT6F

pith:2018:QZ4LLT6FBHPJWI5W6CAENA7TIM

not attested not anchored not stored refs pending

Constraint-based Causal Discovery for Non-Linear Structural Causal Models with Cycles and Latent Confounders

Joris M. Mooij, Patrick Forr\'e

arxiv:1807.03024 v1 · 2018-07-09 · stat.ML · cs.AI · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QZ4LLT6FBHPJWI5W6CAENA7TIM}

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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

LLM Explainability with Counterfactual Chains and Causal Graphs

Receipt and verification

First computed	2026-07-05T04:52:21.399227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8678b5cfc509de9b23b6f0804683f3432261bf0414526a5afd3bdfce9b836d8c

Aliases

arxiv: 1807.03024 · arxiv_version: 1807.03024v1 · doi: 10.48550/arxiv.1807.03024 · pith_short_12: QZ4LLT6FBHPJ · pith_short_16: QZ4LLT6FBHPJWI5W · pith_short_8: QZ4LLT6F

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/QZ4LLT6FBHPJWI5W6CAENA7TIM \
  | 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: 8678b5cfc509de9b23b6f0804683f3432261bf0414526a5afd3bdfce9b836d8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b60b88eb871498d92e4a8843295aad067f64e271685e78e8372732c55758c28",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-07-09T10:17:48Z",
    "title_canon_sha256": "4c2771d3791fe9654a2e9cab2a52e4864fec582cbc2fd9db74d5c0a94eb1184f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.03024",
    "kind": "arxiv",
    "version": 1
  }
}