Pith Number

pith:KB53D5O3

pith:2025:KB53D5O3QT5ZZEP3VYQMI3L6I6

not attested not anchored not stored refs pending

Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution

Lanning Wei, Quanming Yao, Xiaohan Zheng, Yong Li

arxiv:2506.14529 v1 · 2025-06-17 · 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{KB53D5O3QT5ZZEP3VYQMI3L6I6}

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	2026-07-05T11:22:58.235686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

507bb1f5db84fb9c91fbae20c46d7e47b754bfe13b020267208c8dd80fd510e3

Aliases

arxiv: 2506.14529 · arxiv_version: 2506.14529v1 · doi: 10.48550/arxiv.2506.14529 · pith_short_12: KB53D5O3QT5Z · pith_short_16: KB53D5O3QT5ZZEP3 · pith_short_8: KB53D5O3

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/KB53D5O3QT5ZZEP3VYQMI3L6I6 \
  | 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: 507bb1f5db84fb9c91fbae20c46d7e47b754bfe13b020267208c8dd80fd510e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64be4d5c3f3ed88e7f9d2b5686c8a6e5d6099c872f84438b2564ca8b13ba7498",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-17T13:53:48Z",
    "title_canon_sha256": "c4cc70a3ff40411d2dc2916ec1c74d9a1f5a9d60ec5f52ac8801c65758f1a94e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14529",
    "kind": "arxiv",
    "version": 1
  }
}