Pith. sign in
Pith Number

pith:QAFNXVBM

pith:2022:QAFNXVBMU6KE24REMZW2JZTCSL
not attested not anchored not stored refs pending

On the pitfalls of Gaussian likelihood scoring for causal discovery

Christoph Schultheiss, Peter B\"uhlmann

arxiv:2210.11104 v2 · 2022-10-20 · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QAFNXVBMU6KE24REMZW2JZTCSL}

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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.
Receipt and verification
First computed 2026-07-05T06:06:41.272949Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

800adbd42ca7944d7224666da4e66292e046c53523c2f1a7c9254bc469414c31

Aliases

arxiv: 2210.11104 · arxiv_version: 2210.11104v2 · doi: 10.48550/arxiv.2210.11104 · pith_short_12: QAFNXVBMU6KE · pith_short_16: QAFNXVBMU6KE24RE · pith_short_8: QAFNXVBM
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QAFNXVBMU6KE24REMZW2JZTCSL \
  | 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: 800adbd42ca7944d7224666da4e66292e046c53523c2f1a7c9254bc469414c31
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b6bf2c3938744893826bdbeb3942d6d454e37c7de38ba7f09e5c6c28e2db297e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2022-10-20T08:58:35Z",
    "title_canon_sha256": "b190ffadf688fbfdbf8761fccfe294e0cfacd96270979dc8e688249d690caf09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11104",
    "kind": "arxiv",
    "version": 2
  }
}