Pith Number

pith:VLE7OLGX

pith:2025:VLE7OLGXYRGZS7YA2OUCPBY2QZ

not attested not anchored not stored refs pending

Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation

Aluffi Pietro Alessandro, Brandi Jess, Daniel Rodrigues, Kate Kennedy, Martin Lotz, Marya Bazzi, Matt Arderne

arxiv:2508.05425 v1 · 2025-08-07 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VLE7OLGXYRGZS7YA2OUCPBY2QZ}

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

Categorising SME Bank Transactions with Machine Learning and Synthetic Data Generation

Receipt and verification

First computed	2026-07-05T11:50:12.957818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aac9f72cd7c44d997f00d3a827871a864b4c300b1503a28d9fb82218babd3ab8

Aliases

arxiv: 2508.05425 · arxiv_version: 2508.05425v1 · doi: 10.48550/arxiv.2508.05425 · pith_short_12: VLE7OLGXYRGZ · pith_short_16: VLE7OLGXYRGZS7YA · pith_short_8: VLE7OLGX

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/VLE7OLGXYRGZS7YA2OUCPBY2QZ \
  | 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: aac9f72cd7c44d997f00d3a827871a864b4c300b1503a28d9fb82218babd3ab8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ed03efb822c08f7031ac8f28189b5567490e37aa5f4915b5e64b8a9bfb22a05",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2025-08-07T14:15:18Z",
    "title_canon_sha256": "690274bdd2b4e5bacc5652e25b575d4327d24837ecc4ae75ea5cd46bb851579f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.05425",
    "kind": "arxiv",
    "version": 1
  }
}