Pith Number

pith:AIJF6DQ4

pith:2017:AIJF6DQ4SDQOWSCJPMIHSGRVZE

not attested not anchored not stored refs pending

Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods

David Wagner, Nicholas Carlini

arxiv:1705.07263 v2 · 2017-05-20 · 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{AIJF6DQ4SDQOWSCJPMIHSGRVZE}

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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

Metamorphic Detection of Adversarial Examples in Deep Learning Models With Affine Transformations

Receipt and verification

First computed	2026-05-18T00:31:35.964573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02125f0e1c90e0eb48497b10791a35c91c52e053ac2fdd9b27bbf0e895bcf3bc

Aliases

arxiv: 1705.07263 · arxiv_version: 1705.07263v2 · doi: 10.48550/arxiv.1705.07263 · pith_short_12: AIJF6DQ4SDQO · pith_short_16: AIJF6DQ4SDQOWSCJ · pith_short_8: AIJF6DQ4

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/AIJF6DQ4SDQOWSCJPMIHSGRVZE \
  | 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: 02125f0e1c90e0eb48497b10791a35c91c52e053ac2fdd9b27bbf0e895bcf3bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a24eb4fc99fbef110826c93a2ab3d956481815c95422e410fc6ca40610f8bee",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-20T05:59:23Z",
    "title_canon_sha256": "2ee6f6d36633908310d622ba64bd88a5d8b9896f0a0337bbb4bba4155aaca9e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.07263",
    "kind": "arxiv",
    "version": 2
  }
}