Pith Number

pith:4C2Z3XMJ

pith:2019:4C2Z3XMJEDSZ4NO4M6SYI2TT6O

not attested not anchored not stored refs pending

Adversarial Examples in RF Deep Learning: Detection of the Attack and its Physical Robustness

Rob Miller, Silvija Kokalj-Filipovic

arxiv:1902.06044 v1 · 2019-02-16 · cs.LG · 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{4C2Z3XMJEDSZ4NO4M6SYI2TT6O}

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	2026-05-17T23:53:46.783283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0b59ddd8920e59e35dc67a5846a73f3a2928703b6e7eb4b84d42e448701869f

Aliases

arxiv: 1902.06044 · arxiv_version: 1902.06044v1 · doi: 10.48550/arxiv.1902.06044 · pith_short_12: 4C2Z3XMJEDSZ · pith_short_16: 4C2Z3XMJEDSZ4NO4 · pith_short_8: 4C2Z3XMJ

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/4C2Z3XMJEDSZ4NO4M6SYI2TT6O \
  | 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: e0b59ddd8920e59e35dc67a5846a73f3a2928703b6e7eb4b84d42e448701869f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9287043b3300073b5f8e40060da965d524cfe95dc15b5f0f51f7406e426affc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-16T05:12:38Z",
    "title_canon_sha256": "342f84c834604c929e66cb72a27c6bb7a1b66b19968cb3e7703c5ed4f0e91375"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.06044",
    "kind": "arxiv",
    "version": 1
  }
}