Pith Number

pith:VH3WMV2H

pith:2022:VH3WMV2HUBFEVLG4JFXGJJE6TL

not attested not anchored not stored refs pending

Studying the Robustness of Anti-adversarial Federated Learning Models Detecting Cyberattacks in IoT Spectrum Sensors

Adrian Lars Benjamin Iten, Alberto Huertas Celdr\'an, Burkhard Stiller, G\'er\^ome Bovet, Gregorio Mart\'inez P\'erez, Pedro Miguel S\'anchez S\'anchez, Timo Schenk

arxiv:2202.00137 v1 · 2022-01-31 · cs.CR · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VH3WMV2HUBFEVLG4JFXGJJE6TL}

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	2026-07-05T04:58:34.284542Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9f7665747a04a4aacdc496e64a49e9acbb911e6677eb2a132c4e970155ebcba

Aliases

arxiv: 2202.00137 · arxiv_version: 2202.00137v1 · doi: 10.48550/arxiv.2202.00137 · pith_short_12: VH3WMV2HUBFE · pith_short_16: VH3WMV2HUBFEVLG4 · pith_short_8: VH3WMV2H

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/VH3WMV2HUBFEVLG4JFXGJJE6TL \
  | 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: a9f7665747a04a4aacdc496e64a49e9acbb911e6677eb2a132c4e970155ebcba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "26232bad17efb447021ffc4fc103880bbe1e153bdee149639cb5d77256e0f569",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-01-31T22:52:00Z",
    "title_canon_sha256": "eff75d95f313881337a540ed6d69b3a2fef00817334472dc6fc51000bba2d1e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00137",
    "kind": "arxiv",
    "version": 1
  }
}