Pith Number

pith:TTZOEKNX

pith:2017:TTZOEKNXNM5OGVABQGBMOSL6WS

not attested not anchored not stored refs pending

On Detecting Adversarial Perturbations

Bastian Bischoff, Jan Hendrik Metzen, Tim Genewein, Volker Fischer

arxiv:1702.04267 v2 · 2017-02-14 · stat.ML · cs.AI · cs.CV · 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{TTZOEKNXNM5OGVABQGBMOSL6WS}

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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

9 papers in Pith

MirrorCheck: Efficient Adversarial Defense for Vision-Language Models

Spectrally unstable nodes drive reliability failures in graph learning

Beyond Binary Out-of-Distribution Detection: Characterizing Distributional Shifts with Multi-Statistic Diffusion Trajectories

Shapes are not enough: CONSERVAttack and its use for finding vulnerabilities and uncertainties in machine learning applications

Baseline Defenses for Adversarial Attacks Against Aligned Language Models

Receipt and verification

First computed	2026-05-18T00:50:16.705831Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cf2e229b76b3ae354018182c7497eb4926aa2417cda9a8c8430d6fc5ceb3631

Aliases

arxiv: 1702.04267 · arxiv_version: 1702.04267v2 · doi: 10.48550/arxiv.1702.04267 · pith_short_12: TTZOEKNXNM5O · pith_short_16: TTZOEKNXNM5OGVAB · pith_short_8: TTZOEKNX

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/TTZOEKNXNM5OGVABQGBMOSL6WS \
  | 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: 9cf2e229b76b3ae354018182c7497eb4926aa2417cda9a8c8430d6fc5ceb3631

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "847a2686a899c0611244163069c90520ad069cc0e9d81b2b92b3642846747ea6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-02-14T15:44:26Z",
    "title_canon_sha256": "e71f6ece0b2e1391039456ac2b045358574b1abbd697453b23c5e7cf64d5abd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.04267",
    "kind": "arxiv",
    "version": 2
  }
}