Pith Number

pith:VSY5D4GE

pith:2017:VSY5D4GE4N7SUFHMV3OW2YGVIC

not attested not anchored not stored refs pending

Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks

Andrej Junginger, Holger Ulmer, Markus Hanselmann, Thilo Strauss

arxiv:1709.03423 v2 · 2017-09-11 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VSY5D4GE4N7SUFHMV3OW2YGVIC}

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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

QShield: Securing Neural Networks Against Adversarial Attacks using Quantum Circuits

Receipt and verification

First computed	2026-05-18T00:24:04.134809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

acb1d1f0c4e37f2a14ecaedd6d60d5409d36e7068a8b5bfb0863fdcb52ab97d1

Aliases

arxiv: 1709.03423 · arxiv_version: 1709.03423v2 · doi: 10.48550/arxiv.1709.03423 · pith_short_12: VSY5D4GE4N7S · pith_short_16: VSY5D4GE4N7SUFHM · pith_short_8: VSY5D4GE

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/VSY5D4GE4N7SUFHMV3OW2YGVIC \
  | 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: acb1d1f0c4e37f2a14ecaedd6d60d5409d36e7068a8b5bfb0863fdcb52ab97d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8c5e8b56dded939e864c7af23c2363432cae7a0493ca559ebb8dc20a94f4afa3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-09-11T15:01:03Z",
    "title_canon_sha256": "d65fc51385d0ebc21f822afabe54ecdede5f84df2534e6d0a6b01e818851f679"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.03423",
    "kind": "arxiv",
    "version": 2
  }
}