Pith Number

pith:F2EFATUF

pith:2025:F2EFATUFCXNPE5K2MUZCATBEI3

not attested not anchored not stored refs pending

Adversarial Machine Learning Attacks on Financial Reporting via Maximum Violated Multi-Objective Attack

Edward Raff, Joseph Comprix, Karen Kukla, Michel Benaroch

arxiv:2507.05441 v1 · 2025-07-07 · cs.LG · 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{F2EFATUFCXNPE5K2MUZCATBEI3}

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 AI Meets Wall Street: A Survey on Trustworthy AI in Fintech

Receipt and verification

First computed	2026-07-05T11:33:30.471682Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e88504e8515daf2755a6532204c2446c0b8b27c9bced0848b94e43a83ee2b63

Aliases

arxiv: 2507.05441 · arxiv_version: 2507.05441v1 · doi: 10.48550/arxiv.2507.05441 · pith_short_12: F2EFATUFCXNP · pith_short_16: F2EFATUFCXNPE5K2 · pith_short_8: F2EFATUF

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/F2EFATUFCXNPE5K2MUZCATBEI3 \
  | 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: 2e88504e8515daf2755a6532204c2446c0b8b27c9bced0848b94e43a83ee2b63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5725c0bfad826afe825d740bd74441efbc3d20bebdb9c4bbb6793344be50f905",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-07T19:45:46Z",
    "title_canon_sha256": "37e0f7d952367f79965ae30f311f61f88c34de088baf55005c968e56323974ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05441",
    "kind": "arxiv",
    "version": 1
  }
}