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Pith Number

pith:YKWUZENK

pith:2018:YKWUZENKIHRUI2FGSUXFOHE7Z4
not attested not anchored not stored refs pending

Attack Strength vs. Detectability Dilemma in Adversarial Machine Learning

Christopher Frederickson, Glenn Dawson, Michael Moore, Robi Polikar

arxiv:1802.07295 v1 · 2018-02-20 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YKWUZENKIHRUI2FGSUXFOHE7Z4}

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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.
Receipt and verification
First computed 2026-05-18T00:22:50.519233Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c2ad4c91aa41e34468a6952e571c9fcf1c8c5da8b385b6cca1aa0dd0f3250b14

Aliases

arxiv: 1802.07295 · arxiv_version: 1802.07295v1 · doi: 10.48550/arxiv.1802.07295 · pith_short_12: YKWUZENKIHRU · pith_short_16: YKWUZENKIHRUI2FG · pith_short_8: YKWUZENK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YKWUZENKIHRUI2FGSUXFOHE7Z4 \
  | 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: c2ad4c91aa41e34468a6952e571c9fcf1c8c5da8b385b6cca1aa0dd0f3250b14
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f33dbc1d0f8e1a82bf077a49d7672e98b36ed0157ae3aa2c9f0c891dd8594b13",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-20T19:20:31Z",
    "title_canon_sha256": "999d54272988e65e02c605202be2fe3c8e6db04dc13e0eeaf158cc6d202e807c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.07295",
    "kind": "arxiv",
    "version": 1
  }
}