Pith Number

pith:DNTYTW6J

pith:2023:DNTYTW6J5FIMBRJRPCERRI7WVI

not attested not anchored not stored refs pending

Adversarial training for tabular data with attack propagation

Hugo Ferreira, Jo\~ao Bravo, Jo\~ao Tiago Ascens\~ao, Marco O. P. Sampaio, Paolo Romano, Pedro Bizarro, Tiago Leon Melo

arxiv:2307.15677 v1 · 2023-07-28 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DNTYTW6J5FIMBRJRPCERRI7WVI}

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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	2026-07-05T06:35:38.195674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b6789dbc9e950c0c531788918a3f6aa2380247ac8ee87940fd0ef5e66eab19f

Aliases

arxiv: 2307.15677 · arxiv_version: 2307.15677v1 · doi: 10.48550/arxiv.2307.15677 · pith_short_12: DNTYTW6J5FIM · pith_short_16: DNTYTW6J5FIMBRJR · pith_short_8: DNTYTW6J

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/DNTYTW6J5FIMBRJRPCERRI7WVI \
  | 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: 1b6789dbc9e950c0c531788918a3f6aa2380247ac8ee87940fd0ef5e66eab19f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58d7ee25fb8469edf03b506b4cc6b02a5529d6d6054ebabbdb9000d27eb43407",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-28T17:12:46Z",
    "title_canon_sha256": "96b37c1edb986221e3761238f5c41110fa66897c7e1524e12cf04b77f6c4fcd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.15677",
    "kind": "arxiv",
    "version": 1
  }
}