Pith Number

pith:XZSDAK4C

pith:2023:XZSDAK4CTFYBQGV7C6HPBX3UUJ

not attested not anchored not stored refs pending

Causal Discovery with Score Matching on Additive Models with Arbitrary Noise

Francesco Locatello, Francesco Montagna, Kun Zhang, Lorenzo Rosasco, Nicoletta Noceti

arxiv:2304.03265 v1 · 2023-04-06 · 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{XZSDAK4CTFYBQGV7C6HPBX3UUJ}

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	2026-07-05T05:58:47.492504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be64302b829970181abf178ef0df74a27399948c0ebb1e7278aadf99eef19fba

Aliases

arxiv: 2304.03265 · arxiv_version: 2304.03265v1 · doi: 10.48550/arxiv.2304.03265 · pith_short_12: XZSDAK4CTFYB · pith_short_16: XZSDAK4CTFYBQGV7 · pith_short_8: XZSDAK4C

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/XZSDAK4CTFYBQGV7C6HPBX3UUJ \
  | 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: be64302b829970181abf178ef0df74a27399948c0ebb1e7278aadf99eef19fba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48e9f902fcf4e035b4450faedac9c5c5404b216e62861380a626d0610cc0f40d",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-06T17:50:46Z",
    "title_canon_sha256": "66730be4d20ed593b008f8e485ad6acc6196397acd8a872d153e29096f2f9e7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03265",
    "kind": "arxiv",
    "version": 1
  }
}