Pith Number

pith:F7UD5LG6

pith:2019:F7UD5LG6ARJCSK4YOORBZREOEA

not attested not anchored not stored refs pending

The Odds are Odd: A Statistical Test for Detecting Adversarial Examples

Kevin Roth, Thomas Hofmann, Yannic Kilcher

arxiv:1902.04818 v2 · 2019-02-13 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F7UD5LG6ARJCSK4YOORBZREOEA}

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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

Defending Adversarial Attacks by Correcting logits

Receipt and verification

First computed	2026-05-17T23:46:41.077751Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fe83eacde0452292b9873a21cc48e2030763d4d337cbf91f382704f57a089cd

Aliases

arxiv: 1902.04818 · arxiv_version: 1902.04818v2 · doi: 10.48550/arxiv.1902.04818 · pith_short_12: F7UD5LG6ARJC · pith_short_16: F7UD5LG6ARJCSK4Y · pith_short_8: F7UD5LG6

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/F7UD5LG6ARJCSK4YOORBZREOEA \
  | 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: 2fe83eacde0452292b9873a21cc48e2030763d4d337cbf91f382704f57a089cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98eda39c0796b6a37fbff8b12b728c930efe4d126e157009a6896e3dd82f6597",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-13T09:51:34Z",
    "title_canon_sha256": "0c3bb97b8449148dafa6899fb1bcee19e24894a0b6e4a0efd9444481160b2b7e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.04818",
    "kind": "arxiv",
    "version": 2
  }
}