Pith Number

pith:N2IANVPW

pith:2023:N2IANVPW6CFSX2YVJSJGRQQBBO

not attested not anchored not stored refs pending

Assumption violations in causal discovery and the robustness of score matching

Atalanti A. Mastakouri, Bryon Aragam, Dominik Janzing, Elias Eulig, Francesco Locatello, Francesco Montagna, Lorenzo Rosasco, Nicoletta Noceti

arxiv:2310.13387 v2 · 2023-10-20 · stat.ME · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2IANVPW6CFSX2YVJSJGRQQBBO}

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	2026-07-05T09:12:01.006033Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e9006d5f6f08b2beb154c9268c2010b9090f3648d955e17814ad70b5cbc6c9a

Aliases

arxiv: 2310.13387 · arxiv_version: 2310.13387v2 · doi: 10.48550/arxiv.2310.13387 · pith_short_12: N2IANVPW6CFS · pith_short_16: N2IANVPW6CFSX2YV · pith_short_8: N2IANVPW

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/N2IANVPW6CFSX2YVJSJGRQQBBO \
  | 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: 6e9006d5f6f08b2beb154c9268c2010b9090f3648d955e17814ad70b5cbc6c9a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb689fc7bd636ad719078505952459e41a7299b9e33e40e0be70b344d8b7895b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2023-10-20T09:56:07Z",
    "title_canon_sha256": "81e06678cd053cf565a4912f3eeb08bd4c5fe8894d73365919553d857902845f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.13387",
    "kind": "arxiv",
    "version": 2
  }
}