Pith Number

pith:5TVTPHTJ

pith:2019:5TVTPHTJX6VUWWV46K2DA4RWEU

not attested not anchored not stored refs pending

The Threat of Adversarial Attacks on Machine Learning in Network Security -- A Survey

Ashraf Matrawy, Mohamed el Shehaby, M. Omair Shafiq, Olakunle Ibitoye, Rana Abou-Khamis

arxiv:1911.02621 v3 · 2019-11-06 · cs.CR · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5TVTPHTJX6VUWWV46K2DA4RWEU}

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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

Feature-level analysis and adversarial transfer in rotationally equivariant quantum machine learning

Receipt and verification

First computed	2026-07-05T05:52:48.588811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eceb379e69bfab4b5abcf2b430723625106a25330d3a548e9347007d8addcc41

Aliases

arxiv: 1911.02621 · arxiv_version: 1911.02621v3 · doi: 10.48550/arxiv.1911.02621 · pith_short_12: 5TVTPHTJX6VU · pith_short_16: 5TVTPHTJX6VUWWV4 · pith_short_8: 5TVTPHTJ

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/5TVTPHTJX6VUWWV46K2DA4RWEU \
  | 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: eceb379e69bfab4b5abcf2b430723625106a25330d3a548e9347007d8addcc41

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adc9ca10034f6a619b08b1fe52f848b720c14d56cb3c267551d9e0c0c67d8d52",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-11-06T20:29:56Z",
    "title_canon_sha256": "52d09be013501981c9e267f9202745837101733840e6935a73e6e6215b9e3548"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.02621",
    "kind": "arxiv",
    "version": 3
  }
}