Pith Number

pith:OZ5WDGJ6

pith:2021:OZ5WDGJ6LAGPW5A5D4DA5MAD6Y

not attested not anchored not stored refs pending

The Dimpled Manifold Model of Adversarial Examples in Machine Learning

Adi Shamir, Odelia Melamed, Oriel BenShmuel

arxiv:2106.10151 v2 · 2021-06-18 · cs.LG · cs.CR · 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{OZ5WDGJ6LAGPW5A5D4DA5MAD6Y}

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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

2 papers in Pith

A combination of noise and bilateral filters achieve supralinear and scalable adversarial robustness in CNNs

Nearest Neighbor Projection Removal Adversarial Training

Receipt and verification

First computed	2026-07-05T04:28:06.999923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

767b61993e580cfb741d1f060eb003f616926af00b6ffe066fc938f9da369a89

Aliases

arxiv: 2106.10151 · arxiv_version: 2106.10151v2 · doi: 10.48550/arxiv.2106.10151 · pith_short_12: OZ5WDGJ6LAGP · pith_short_16: OZ5WDGJ6LAGPW5A5 · pith_short_8: OZ5WDGJ6

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/OZ5WDGJ6LAGPW5A5D4DA5MAD6Y \
  | 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: 767b61993e580cfb741d1f060eb003f616926af00b6ffe066fc938f9da369a89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c32b120d984a341f8c29a2c23359a1e3a6a3b4a82a7280b96bf24412da0fc2c8",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-18T14:32:55Z",
    "title_canon_sha256": "d6036885899550d995bf049ad95db7235d3321c6b068b95438621cd44ef80073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10151",
    "kind": "arxiv",
    "version": 2
  }
}