Pith Number

pith:RREMZRAN

pith:2021:RREMZRAN7XJ5YRYACKCJVCS3JL

not attested not anchored not stored refs pending

LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks

Adam Goodge, Bryan Hooi, See Kiong Ng, Wee Siong Ng

arxiv:2112.05355 v1 · 2021-12-10 · 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{RREMZRAN7XJ5YRYACKCJVCS3JL}

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	2026-07-05T03:39:40.314738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c48ccc40dfdd3dc470012849a8a5b4aed2c5b263ec07e1a313ec0da0c3a2993

Aliases

arxiv: 2112.05355 · arxiv_version: 2112.05355v1 · doi: 10.48550/arxiv.2112.05355 · pith_short_12: RREMZRAN7XJ5 · pith_short_16: RREMZRAN7XJ5YRYA · pith_short_8: RREMZRAN

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/RREMZRAN7XJ5YRYACKCJVCS3JL \
  | 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: 8c48ccc40dfdd3dc470012849a8a5b4aed2c5b263ec07e1a313ec0da0c3a2993

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "826e92277fc1eb594a2e645284369707822bab2556e2b25173c1df18c4d184a6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-10T06:50:32Z",
    "title_canon_sha256": "2cbbeaa6cada7e21863daf5f39ac675af39fca958bc4287b7f7acea840bd076e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.05355",
    "kind": "arxiv",
    "version": 1
  }
}