Pith. sign in
Pith Number

pith:YJ2KFVPU

pith:2022:YJ2KFVPUAG7C3WH6SSFZEX5KFO
not attested not anchored not stored refs pending

Adversarial attacks and defenses on ML- and hardware-based IoT device fingerprinting and identification

Alberto Huertas Celdr\'an, G\'er\^ome Bovet, Gregorio Mart\'inez P\'erez, Pedro Miguel S\'anchez S\'anchez

arxiv:2212.14677 v1 · 2022-12-30 · cs.CR · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YJ2KFVPUAG7C3WH6SSFZEX5KFO}

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 2026-07-05T05:29:20.424224Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c274a2d5f401be2dd8fe948b925faa2b8e73996d32e237a67b25d7576fdaaad0

Aliases

arxiv: 2212.14677 · arxiv_version: 2212.14677v1 · doi: 10.48550/arxiv.2212.14677 · pith_short_12: YJ2KFVPUAG7C · pith_short_16: YJ2KFVPUAG7C3WH6 · pith_short_8: YJ2KFVPU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YJ2KFVPUAG7C3WH6SSFZEX5KFO \
  | 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: c274a2d5f401be2dd8fe948b925faa2b8e73996d32e237a67b25d7576fdaaad0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1fa20bc8b6b5a1df719c6e51b01b5f431c12d66c4045c737831eee6286dee897",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-12-30T13:11:35Z",
    "title_canon_sha256": "4b3513a9ecd10faab50c7957e66437544cc57e1cf5d91477e081c22f5f89e928"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14677",
    "kind": "arxiv",
    "version": 1
  }
}