Pith Number

pith:W2J4XOLV

pith:2022:W2J4XOLV2NVJQPZUHDCOG7PBPA

not attested not anchored not stored refs pending

DoWhy-GCM: An extension of DoWhy for causal inference in graphical causal models

Atalanti A. Mastakouri, Dominik Janzing, Kailash Budhathoki, Patrick Bl\"obaum, Peter G\"otz

arxiv:2206.06821 v2 · 2022-06-14 · stat.ME · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W2J4XOLV2NVJQPZUHDCOG7PBPA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Amortized Inference of Causal Models via Conditional Fixed-Point Iterations

Receipt and verification

First computed	2026-07-05T08:27:59.488348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b693cbb975d36a983f3438c4e37de17820aad634743dd2187ef818a5a8bdf8ca

Aliases

arxiv: 2206.06821 · arxiv_version: 2206.06821v2 · doi: 10.48550/arxiv.2206.06821 · pith_short_12: W2J4XOLV2NVJ · pith_short_16: W2J4XOLV2NVJQPZU · pith_short_8: W2J4XOLV

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/W2J4XOLV2NVJQPZUHDCOG7PBPA \
  | 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: b693cbb975d36a983f3438c4e37de17820aad634743dd2187ef818a5a8bdf8ca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8f6933a71818f87cbc41cdc8b72db366b6791e1ac1b7b0cfa86d99bb8d8c3c9",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2022-06-14T13:13:19Z",
    "title_canon_sha256": "637c5fcd1beaa0812909b0744837fb8f82e4b18080739c0822705b1e938f594a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.06821",
    "kind": "arxiv",
    "version": 2
  }
}