Pith Number

pith:PT3UZBDE

pith:2024:PT3UZBDE3FLHPJ7SKTCCVLAMQH

not attested not anchored not stored refs pending

Score matching through the roof: linear, nonlinear, and latent variables causal discovery

Elke Kirschbaum, Francesco Locatello, Francesco Montagna, Patrick Bloebaum, Philipp M. Faller

arxiv:2407.18755 v2 · 2024-07-26 · stat.ML · cs.AI · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PT3UZBDE3FLHPJ7SKTCCVLAMQH}

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.

Receipt and verification

First computed	2026-07-05T10:37:31.416964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7cf74c8464d95677a7f254c42aac0c81c9b2be8fc58fd81cc7cec60a467f148b

Aliases

arxiv: 2407.18755 · arxiv_version: 2407.18755v2 · doi: 10.48550/arxiv.2407.18755 · pith_short_12: PT3UZBDE3FLH · pith_short_16: PT3UZBDE3FLHPJ7S · pith_short_8: PT3UZBDE

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/PT3UZBDE3FLHPJ7SKTCCVLAMQH \
  | 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: 7cf74c8464d95677a7f254c42aac0c81c9b2be8fc58fd81cc7cec60a467f148b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48f950dfcf2b87ce2d8e0a5a931c4c8a92db7986165ba462af8e9384ebafdbb2",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-07-26T14:09:06Z",
    "title_canon_sha256": "893d46172a90cefbff96c07f5daa4a8873e92ef295d9dc5a37e38699bf6dcb4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18755",
    "kind": "arxiv",
    "version": 2
  }
}