Pith Number

pith:V3N5CZYL

pith:2025:V3N5CZYLUXDGKG65ERPSLI67PG

not attested not anchored not stored refs pending

From Observations to Causations: A GNN-based Probabilistic Prediction Framework for Causal Discovery

Gabriel Terejanu, Rezaur Rashid

arxiv:2507.20349 v1 · 2025-07-27 · cs.LG · 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{V3N5CZYLUXDGKG65ERPSLI67PG}

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	2026-07-05T11:44:17.576292Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aedbd1670ba5c6651bdd245f25a3df79b0a5fb089c8859c68891b1abb28658b6

Aliases

arxiv: 2507.20349 · arxiv_version: 2507.20349v1 · doi: 10.48550/arxiv.2507.20349 · pith_short_12: V3N5CZYLUXDG · pith_short_16: V3N5CZYLUXDGKG65 · pith_short_8: V3N5CZYL

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/V3N5CZYLUXDGKG65ERPSLI67PG \
  | 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: aedbd1670ba5c6651bdd245f25a3df79b0a5fb089c8859c68891b1abb28658b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b06b0ecb36d8b87d856946bcab17cbbae2d4269bc29dbf4f3146fef75b69dd94",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-27T16:36:45Z",
    "title_canon_sha256": "1c9dc70758ba9b5a32083eb98456b19f4556dee8a27f7e564b63c3f3fab78b2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.20349",
    "kind": "arxiv",
    "version": 1
  }
}