Pith Number

pith:OWETFHBM

pith:2023:OWETFHBMC6GLLIGUH6MRSJDROS

not attested not anchored not stored refs pending

Counterfactual (Non-)identifiability of Learned Structural Causal Models

Arash Nasr-Esfahany, Emre Kiciman

arxiv:2301.09031 v1 · 2023-01-22 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{OWETFHBMC6GLLIGUH6MRSJDROS}

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Record completeness

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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

Scaling Generative Foundation Models for Chest Radiography with Rectified Flow Transformers

Robust Counterfactual Inference in Markov Decision Processes

Counterfactual identifiability beyond global monotonicity: non-monotone triangular structural causal models

Receipt and verification

First computed	2026-07-05T05:34:55.657467Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7589329c2c178cb5a0d43f9919247174bb089c010e9faf424d4b35087a515005

Aliases

arxiv: 2301.09031 · arxiv_version: 2301.09031v1 · doi: 10.48550/arxiv.2301.09031 · pith_short_12: OWETFHBMC6GL · pith_short_16: OWETFHBMC6GLLIGU · pith_short_8: OWETFHBM

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/OWETFHBMC6GLLIGUH6MRSJDROS \
  | 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: 7589329c2c178cb5a0d43f9919247174bb089c010e9faf424d4b35087a515005

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ae92d8a82ba2bede1ed1497a0c4d703a4952afea9ff29de9e9b9847b86ce5de",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-01-22T00:58:14Z",
    "title_canon_sha256": "d8e67c5a80ddfec496c8b6d51e4a90cb7b71a4323b1751d07250efa38b7d7b8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.09031",
    "kind": "arxiv",
    "version": 1
  }
}