Pith Number

pith:TL5IVBLA

pith:2017:TL5IVBLAY22OC7GJFJJGJVTDSE

not attested not anchored not stored refs pending

MagNet and "Efficient Defenses Against Adversarial Attacks" are Not Robust to Adversarial Examples

David Wagner, Nicholas Carlini

arxiv:1711.08478 v1 · 2017-11-22 · cs.LG · cs.AI · cs.CR

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TL5IVBLAY22OC7GJFJJGJVTDSE}

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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

Local Hessian Spectral Filtering for Robust Intrinsic Dimension Estimation

Receipt and verification

First computed	2026-05-18T00:29:44.983583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9afa8a8560c6b4e17cc92a5264d663910afb2661a07ddac0a873dc633c43144c

Aliases

arxiv: 1711.08478 · arxiv_version: 1711.08478v1 · doi: 10.48550/arxiv.1711.08478 · pith_short_12: TL5IVBLAY22O · pith_short_16: TL5IVBLAY22OC7GJ · pith_short_8: TL5IVBLA

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/TL5IVBLAY22OC7GJFJJGJVTDSE \
  | 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: 9afa8a8560c6b4e17cc92a5264d663910afb2661a07ddac0a873dc633c43144c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "100b80eaa05ceeeb323b435a6628164afb8f8c9808fbdd9d0f8cd251cafbe43e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-11-22T19:18:52Z",
    "title_canon_sha256": "b770854e6c4a2a386bbfa13f64402973c071196eacd254ab694e000142aa90a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.08478",
    "kind": "arxiv",
    "version": 1
  }
}