Pith Number

pith:AYPHH7OP

pith:2019:AYPHH7OPMQZOGTAWVGUSE3FKAA

not attested not anchored not stored refs pending

DeepTrax: Embedding Graphs of Financial Transactions

Anish Khazane, Antonia Gogoglou, C. Bayan Bruss, Jonathan Rider, Keegan E. Hines, Richard Serpe

arxiv:1907.07225 v1 · 2019-07-16 · cs.LG · cs.SI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AYPHH7OPMQZOGTAWVGUSE3FKAA}

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

When Graph Structure Becomes a Liability: A Critical Re-Evaluation of Graph Neural Networks for Bitcoin Fraud Detection under Temporal Distribution Shift

Receipt and verification

First computed	2026-05-17T23:40:27.398190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

061e73fdcf6432e34c16a9a9226caa0002f68aa2f0a01ec53fc6cda96fc98e3a

Aliases

arxiv: 1907.07225 · arxiv_version: 1907.07225v1 · doi: 10.48550/arxiv.1907.07225 · pith_short_12: AYPHH7OPMQZO · pith_short_16: AYPHH7OPMQZOGTAW · pith_short_8: AYPHH7OP

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/AYPHH7OPMQZOGTAWVGUSE3FKAA \
  | 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: 061e73fdcf6432e34c16a9a9226caa0002f68aa2f0a01ec53fc6cda96fc98e3a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13cae7947670c16be95b21a4de7e277a010bd24ec445749d0fb742224ef5bae1",
    "cross_cats_sorted": [
      "cs.SI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-16T19:32:57Z",
    "title_canon_sha256": "f6828a42bda5219344e7eb5c826d7f941efa4e142270eec0ad1f073d0412b776"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.07225",
    "kind": "arxiv",
    "version": 1
  }
}