Pith Number

pith:REB47MYL

pith:2023:REB47MYLL5ITHQEBYJ4Z5AKYLL

not attested not anchored not stored refs pending

Causal Reasoning in the Presence of Latent Confounders via Neural ADMG Learning

Agrin Hilmkil, Chao Ma, Cheng Zhang, Joel Jennings, Matthew Ashman

arxiv:2303.12703 v1 · 2023-03-22 · cs.LG · stat.ME

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\usepackage{pith}
\pithnumber{REB47MYLL5ITHQEBYJ4Z5AKYLL}

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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

Consistency evaluation of benchmarks used for causal discovery

Receipt and verification

First computed	2026-07-05T05:53:44.127461Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8903cfb30b5f5133c081c2799e81585ad5a20d302047251bc7688b263b291a51

Aliases

arxiv: 2303.12703 · arxiv_version: 2303.12703v1 · doi: 10.48550/arxiv.2303.12703 · pith_short_12: REB47MYLL5IT · pith_short_16: REB47MYLL5ITHQEB · pith_short_8: REB47MYL

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/REB47MYLL5ITHQEBYJ4Z5AKYLL \
  | 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: 8903cfb30b5f5133c081c2799e81585ad5a20d302047251bc7688b263b291a51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd4cd75f656237e938fbbd1508862300aac767d2e04178a3d3bc4a635aad47d0",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-22T16:45:54Z",
    "title_canon_sha256": "007fad214e63ce7a32f929a35ae2d3dbe62f7c874f24beb6dd0a35c0587b10c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12703",
    "kind": "arxiv",
    "version": 1
  }
}