Pith Number

pith:JJPNCEOC

pith:2026:JJPNCEOCY54QOTSJFZX2XHC4PP

not attested not anchored not stored refs pending

Normalisation and Initialisation Strategies for Graph Neural Networks in Blockchain Anomaly Detection

Dang Sy Duy, Jeff Nijsse, Kapil Dev, Nguyen Duy Chien

arxiv:2602.23599 v1 · 2026-02-27 · 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{JJPNCEOCY54QOTSJFZX2XHC4PP}

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.

Cited by

1 paper in Pith

From Accuracy to Auditability: A Survey of Determinism in Financial AI Systems

Receipt and verification

First computed	2026-07-20T01:18:27.893607Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a5ed111c2c779074e492e6fab9c5c7bc368c6880ab609a2a549fdd68b8a4e94

Aliases

arxiv: 2602.23599 · arxiv_version: 2602.23599v1 · doi: 10.48550/arxiv.2602.23599 · pith_short_12: JJPNCEOCY54Q · pith_short_16: JJPNCEOCY54QOTSJ · pith_short_8: JJPNCEOC

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/JJPNCEOCY54QOTSJFZX2XHC4PP \
  | 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: 4a5ed111c2c779074e492e6fab9c5c7bc368c6880ab609a2a549fdd68b8a4e94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85454ec465c2be4faee2218ff9a80392f77388155c359feeacc4601563467ed1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-27T02:09:25Z",
    "title_canon_sha256": "2052b09beeb29651acc14f957c85d450ba650fce3b8f3912fe3ed11a21c37c68"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.23599",
    "kind": "arxiv",
    "version": 1
  }
}