Pith Number

pith:IAJWTSFN

pith:2023:IAJWTSFNTT432VNS7QHVACW34L

not attested not anchored not stored refs pending

You Don't Need Robust Machine Learning to Manage Adversarial Attack Risks

Andrew L. Farris, Edward Raff, Michel Benaroch

arxiv:2306.09951 v1 · 2023-06-16 · 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{IAJWTSFNTT432VNS7QHVACW34L}

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

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

Receipt and verification

First computed	2026-07-05T06:21:25.893337Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

401369c8ad9cf9bd55b2fc0f500adbe2e3ca80085c07b1ebd97e6841ee01c828

Aliases

arxiv: 2306.09951 · arxiv_version: 2306.09951v1 · doi: 10.48550/arxiv.2306.09951 · pith_short_12: IAJWTSFNTT43 · pith_short_16: IAJWTSFNTT432VNS · pith_short_8: IAJWTSFN

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/IAJWTSFNTT432VNS7QHVACW34L \
  | 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: 401369c8ad9cf9bd55b2fc0f500adbe2e3ca80085c07b1ebd97e6841ee01c828

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "619090315672ba40bf661bacf661e657df3e52ee11b5048922bfd0d87c934d7e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-16T16:32:27Z",
    "title_canon_sha256": "74a940e4f634f553495c98a7a464f03177d2f3e52661afee1c9f88ff6d525404"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09951",
    "kind": "arxiv",
    "version": 1
  }
}