Pith Number

pith:EFW2MXYD

pith:2025:EFW2MXYDXXHCSZ5MDOUS3D53MB

not attested not anchored not stored refs pending

Nonlinear Causal Discovery for Grouped Data

Konstantin G\"obler, Mathias Drton, Tobias Windisch

arxiv:2506.05120 v1 · 2025-06-05 · stat.ML · 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{EFW2MXYDXXHCSZ5MDOUS3D53MB}

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	2026-07-05T11:16:42.744346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

216da65f03bdce2967ac1ba92d8fbb606853f65035a46ee74133fe27fb9a1dc5

Aliases

arxiv: 2506.05120 · arxiv_version: 2506.05120v1 · doi: 10.48550/arxiv.2506.05120 · pith_short_12: EFW2MXYDXXHC · pith_short_16: EFW2MXYDXXHCSZ5M · pith_short_8: EFW2MXYD

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/EFW2MXYDXXHCSZ5MDOUS3D53MB \
  | 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: 216da65f03bdce2967ac1ba92d8fbb606853f65035a46ee74133fe27fb9a1dc5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3056d415c6dcae5f5ec6fcc26489fc354e5019fe6c3467212a872be15a6b7fa9",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-06-05T15:08:01Z",
    "title_canon_sha256": "ac472074a92a6d757151ba872d2a3232ad634fade1f3b8a41d22cf708c2c8ada"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05120",
    "kind": "arxiv",
    "version": 1
  }
}