Pith Number

pith:D5H7DIBM

pith:2025:D5H7DIBMO5NSJTIRMQN2LIQ4CM

not attested not anchored not stored refs pending

Enhancing Bayesian Network Structural Learning with Monte Carlo Tree Search

Jorge D. Laborda, Jos\'e A. G\'amez, Jos\'e M. Puerta, Pablo Torrijos

arxiv:2502.01527 v1 · 2025-02-03 · 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{D5H7DIBMO5NSJTIRMQN2LIQ4CM}

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	2026-07-05T10:08:56.222632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1f4ff1a02c775b24cd11641ba5a21c130c5024813e6ecceeb35c03ac254fdcea

Aliases

arxiv: 2502.01527 · arxiv_version: 2502.01527v1 · doi: 10.48550/arxiv.2502.01527 · pith_short_12: D5H7DIBMO5NS · pith_short_16: D5H7DIBMO5NSJTIR · pith_short_8: D5H7DIBM

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/D5H7DIBMO5NSJTIRMQN2LIQ4CM \
  | 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: 1f4ff1a02c775b24cd11641ba5a21c130c5024813e6ecceeb35c03ac254fdcea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c7b854f0b34a0fd7a038924e84ba10cc91f3bc42698a7dc87d13f6f86f98d7d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T17:08:21Z",
    "title_canon_sha256": "9967a17f3724f7d7e25c1f19fef2aa8b36c5b83d1228532ed086f6a60574f438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01527",
    "kind": "arxiv",
    "version": 1
  }
}