pith. sign in
Pith Number

pith:EDNDO6S3

pith:2025:EDNDO6S3SUSN43AZIF2Z7CJYZP
not attested not anchored not stored refs pending

Throwing Vines at the Wall: Structure Learning via Random Search

Thibault Vatter, Thomas Nagler

arxiv:2510.20035 v3 · 2025-10-22 · stat.ME · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EDNDO6S3SUSN43AZIF2Z7CJYZP}

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 2026-05-20T01:05:00.591768Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

20da377a5b9524de6c1941759f8938cbfc78310937010fefe54f4966f58fa448

Aliases

arxiv: 2510.20035 · arxiv_version: 2510.20035v3 · doi: 10.48550/arxiv.2510.20035 · pith_short_12: EDNDO6S3SUSN · pith_short_16: EDNDO6S3SUSN43AZ · pith_short_8: EDNDO6S3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EDNDO6S3SUSN43AZIF2Z7CJYZP \
  | 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: 20da377a5b9524de6c1941759f8938cbfc78310937010fefe54f4966f58fa448
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4c6160182e8d547cc26c0c210fd6e8b2c171ea0c18734bda5107ba771523ac2f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ME",
    "submitted_at": "2025-10-22T21:26:18Z",
    "title_canon_sha256": "722d9d145226b9affe78da8a885cc3e9d640ce5908c3beb8a07855c6d00d0a3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.20035",
    "kind": "arxiv",
    "version": 3
  }
}