Pith Number

pith:ZPEK4Y73

pith:2024:ZPEK4Y73EMCRNBFT5DWGLQUILM

not attested not anchored not stored refs pending

The Landscape of Causal Discovery Data: Grounding Causal Discovery in Real-World Applications

Alexandre Drouin, Chandler Squires, Dhanya Sridhar, Jonas Wahl, Karen Sachs, Konrad P. Kording, Philippe Brouillard

arxiv:2412.01953 v2 · 2024-12-02 · cs.LG · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZPEK4Y73EMCRNBFT5DWGLQUILM}

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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

3 papers in Pith

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

Toward Artificial Intelligence Enabled Earth System Coupling

TCD-Arena: Assessing Robustness of Time Series Causal Discovery Methods Against Assumption Violations

Receipt and verification

First computed	2026-07-05T11:21:14.890081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cbc8ae63fb23051684b3e8ec65c2885b05e3f5b78c51da9edb34816b6dcf0a56

Aliases

arxiv: 2412.01953 · arxiv_version: 2412.01953v2 · doi: 10.48550/arxiv.2412.01953 · pith_short_12: ZPEK4Y73EMCR · pith_short_16: ZPEK4Y73EMCRNBFT · pith_short_8: ZPEK4Y73

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/ZPEK4Y73EMCRNBFT5DWGLQUILM \
  | 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: cbc8ae63fb23051684b3e8ec65c2885b05e3f5b78c51da9edb34816b6dcf0a56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2d439acb2d432aa4b580ff3439b0680e82f72df605c20c9b065a5053c51e13f",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T20:26:29Z",
    "title_canon_sha256": "53a4e64b072e9d8eaa1115b4bf1039857ca2bf402c8453fd019c631ae4c32522"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01953",
    "kind": "arxiv",
    "version": 2
  }
}