Pith Number

pith:HKZ2XHFO

pith:2017:HKZ2XHFOJX2VPR4WXLVHBCCBAZ

not attested not anchored not stored refs pending

Training Ensembles to Detect Adversarial Examples

Alexander Bagnall, Gordon Stewart, Razvan Bunescu

arxiv:1712.04006 v1 · 2017-12-11 · 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{HKZ2XHFOJX2VPR4WXLVHBCCBAZ}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-05-18T00:28:09.657479Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ab3ab9cae4df557c796baea708841064498687644bf207c00f36b4429eb8983

Aliases

arxiv: 1712.04006 · arxiv_version: 1712.04006v1 · doi: 10.48550/arxiv.1712.04006 · pith_short_12: HKZ2XHFOJX2V · pith_short_16: HKZ2XHFOJX2VPR4W · pith_short_8: HKZ2XHFO

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/HKZ2XHFOJX2VPR4WXLVHBCCBAZ \
  | 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: 3ab3ab9cae4df557c796baea708841064498687644bf207c00f36b4429eb8983

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "856daf5487ab249b1072b44571dfc69b5af4b470d5eb1c0c435264006a279695",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-12-11T20:30:11Z",
    "title_canon_sha256": "222c0396e60d66c361657cce91e31b2a6dead864d8983708932dfbd80a9a64ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.04006",
    "kind": "arxiv",
    "version": 1
  }
}