Pith Number

pith:VK2PEP62

pith:2021:VK2PEP62OCYWXHMY4S5D6VQC2P

not attested not anchored not stored refs pending

Adversarial Attacks on Deep Models for Financial Transaction Records

Alexey Zaytsev, Dmitry Babaev, Elizaveta Kovtun, Evgeny Burnaev, Gleb Gusev, Ivan Fursov, Ivan Kireev, Matvey Morozov, Nina Kaploukhaya, Rodrigo Rivera-Castro

arxiv:2106.08361 v1 · 2021-06-15 · cs.LG · cs.CR · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VK2PEP62OCYWXHMY4S5D6VQC2P}

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

Catastrophic Overfitting, Entropy Gap and Participation Ratio: A Noiseless $l^p$ Norm Solution for Fast Adversarial Training

Receipt and verification

First computed	2026-07-05T02:49:57.029164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aab4f23fda70b16b9d98e4ba3f5602d3ed96c06c95f02aabd60dc191811614fc

Aliases

arxiv: 2106.08361 · arxiv_version: 2106.08361v1 · doi: 10.48550/arxiv.2106.08361 · pith_short_12: VK2PEP62OCYW · pith_short_16: VK2PEP62OCYWXHMY · pith_short_8: VK2PEP62

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/VK2PEP62OCYWXHMY4S5D6VQC2P \
  | 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: aab4f23fda70b16b9d98e4ba3f5602d3ed96c06c95f02aabd60dc191811614fc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d347333d47133837d5bf0031e3532bba0941432e70e4b8cf03a4e65d80644394",
    "cross_cats_sorted": [
      "cs.CR",
      "q-fin.ST"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-15T18:15:26Z",
    "title_canon_sha256": "fdbe152dea3bcbfb0d1f8ee620fa65c3ce224d68965773b474cb60971dab941e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.08361",
    "kind": "arxiv",
    "version": 1
  }
}