Pith Number

pith:T4ZWINGO

pith:2023:T4ZWINGOOGLVIFJ7UZNHYXSJSP

not attested not anchored not stored refs pending

Reinforcement Neighborhood Selection for Unsupervised Graph Anomaly Detection

Hao Chen, Hao Xu, Jiajun Bu, Qiaoyu Tan, Sheng Zhou, Yuanchen Bei, Zhao Li

arxiv:2312.05526 v1 · 2023-12-09 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T4ZWINGOOGLVIFJ7UZNHYXSJSP}

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	2026-07-05T07:22:28.514699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f336434ce719754153fa65a7c5e4993f4c5acdbba761a68d5fc02e849a698a7

Aliases

arxiv: 2312.05526 · arxiv_version: 2312.05526v1 · doi: 10.48550/arxiv.2312.05526 · pith_short_12: T4ZWINGOOGLV · pith_short_16: T4ZWINGOOGLVIFJ7 · pith_short_8: T4ZWINGO

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/T4ZWINGOOGLVIFJ7UZNHYXSJSP \
  | 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: 9f336434ce719754153fa65a7c5e4993f4c5acdbba761a68d5fc02e849a698a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77b95d4132076d0b9300f5ad23d594d237a83050ac692d1ca377498d34d6c386",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-09T10:39:45Z",
    "title_canon_sha256": "bb7d815b4bc7430edf61ebb93bb21972f5d05c3001e788e6445ce189bafb34dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05526",
    "kind": "arxiv",
    "version": 1
  }
}