Pith Number

pith:JJE6RWHE

pith:2019:JJE6RWHEAPX53K6LD2P4CJXW6W

not attested not anchored not stored refs pending

Towards Federated Graph Learning for Collaborative Financial Crimes Detection

Ali Anwar, Daniel Klyashtorny, Guangnan Ye, Heiko Ludwig, Keith Houck, Kumar Bhaskaran, Lucia Larise Stavarache, Natahalie Baracaldo, Pablo Loyola, Ryo Kawahara, Toyotaro Suzumura, Yi Zhou, Yuji Watanabe

arxiv:1909.12946 v2 · 2019-09-19 · cs.CY · cs.CR · cs.LG · cs.SI · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JJE6RWHEAPX53K6LD2P4CJXW6W}

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

A Comprehensive Data-centric Overview of Federated Graph Learning

Receipt and verification

First computed	2026-07-05T00:09:27.080451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a49e8d8e403efddabcb1e9fc126f6f5a7ab0072b752d34cdea1ed61cdd1c01f

Aliases

arxiv: 1909.12946 · arxiv_version: 1909.12946v2 · doi: 10.48550/arxiv.1909.12946 · pith_short_12: JJE6RWHEAPX5 · pith_short_16: JJE6RWHEAPX53K6L · pith_short_8: JJE6RWHE

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/JJE6RWHEAPX53K6LD2P4CJXW6W \
  | 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: 4a49e8d8e403efddabcb1e9fc126f6f5a7ab0072b752d34cdea1ed61cdd1c01f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "382f1a0bb7af8382eb2631e4c76e4fe7fdadc6db42b67d32829c9053f04207b9",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG",
      "cs.SI",
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2019-09-19T21:31:14Z",
    "title_canon_sha256": "88ebe1d65a1ace3ea5a694101f2a1af294ac75bfa417af43134aa3d5417c2f50"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.12946",
    "kind": "arxiv",
    "version": 2
  }
}