Pith Number

pith:HMMSTWQH

pith:2021:HMMSTWQHP4NENANJYEY3CMIWML

not attested not anchored not stored refs pending

Adversarial Attack Attribution: Discovering Attributable Signals in Adversarial ML Attacks

Colin Busho, Josh Harguess, Keith Manville, Marissa Dotter, Mikel Rodriguez, Sherry Xie

arxiv:2101.02899 v1 · 2021-01-08 · cs.LG · cs.CR · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HMMSTWQHP4NENANJYEY3CMIWML}

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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

A Comprehensive Review of Adversarial Attacks on Machine Learning

Receipt and verification

First computed	2026-07-05T02:05:31.645423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b1929da077f1a4681a9c131b1311662fa7b8226fb9e193c9f86b5ba2408e2da

Aliases

arxiv: 2101.02899 · arxiv_version: 2101.02899v1 · doi: 10.48550/arxiv.2101.02899 · pith_short_12: HMMSTWQHP4NE · pith_short_16: HMMSTWQHP4NENANJ · pith_short_8: HMMSTWQH

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/HMMSTWQHP4NENANJYEY3CMIWML \
  | 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: 3b1929da077f1a4681a9c131b1311662fa7b8226fb9e193c9f86b5ba2408e2da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f7b836470e1eae195ae0a953340f21d4b954af1135bdef1db9138507cc5f955e",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-08T08:16:41Z",
    "title_canon_sha256": "06e6d18b1ba30b506eed9aa87110a89b3928c82b150e8432b41829da137a58bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.02899",
    "kind": "arxiv",
    "version": 1
  }
}