Pith Number

pith:QSIFYQJN

pith:2021:QSIFYQJNSZPLFQSS2TVDFF57WF

not attested not anchored not stored refs pending

Relating Graph Neural Networks to Structural Causal Models

Devendra Singh Dhami, Kristian Kersting, Matej Ze\v{c}evi\'c, Petar Veli\v{c}kovi\'c

arxiv:2109.04173 v3 · 2021-09-09 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{QSIFYQJNSZPLFQSS2TVDFF57WF}

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

4 papers in Pith

DeepSWIP: Quotient-WMC Counterfactuals for Neural Probabilistic Logic Programs

Fast Wasserstein rates for estimating probability distributions of probabilistic graphical models

Causal Process Models: Reframing Dynamic Causal Graph Discovery as a Reinforcement Learning Problem

ERPPO: Entropy Regularization-based Proximal Policy Optimization

Receipt and verification

First computed	2026-07-05T03:24:58.373982Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84905c412d965eb2c252d4ea3297bfb15c4524b43450a610bd018dcfc1e97594

Aliases

arxiv: 2109.04173 · arxiv_version: 2109.04173v3 · doi: 10.48550/arxiv.2109.04173 · pith_short_12: QSIFYQJNSZPL · pith_short_16: QSIFYQJNSZPLFQSS · pith_short_8: QSIFYQJN

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/QSIFYQJNSZPLFQSS2TVDFF57WF \
  | 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: 84905c412d965eb2c252d4ea3297bfb15c4524b43450a610bd018dcfc1e97594

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9cfde23091bde9d7281ac836339355ed7429af79205987abc0ba99cb4503580",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-09T11:16:31Z",
    "title_canon_sha256": "c12a640a09bf114c114cd3be1e37994fe84cd8e41b02a8f763126b6df25d6877"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.04173",
    "kind": "arxiv",
    "version": 3
  }
}