Pith Number

pith:ILCFVLOC

pith:2022:ILCFVLOCWUUSYGKYWOX4I5NYTF

not attested not anchored not stored refs pending

Machine Learning Methods for Device Identification Using Wireless Fingerprinting

Dejan Vukobratovi\'c, Milan Pavlovi\'c, Milo\v{s} Radovanovi\'c, Sr{\dj}an \v{S}obot, Vukan Ninkovi\'c

arxiv:2211.01963 v1 · 2022-11-03 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ILCFVLOCWUUSYGKYWOX4I5NYTF}

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	2026-07-05T05:13:01.955167Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

42c45aadc2b5292c1958b3afc475b8997128648811948623d0a81abcecd82541

Aliases

arxiv: 2211.01963 · arxiv_version: 2211.01963v1 · doi: 10.48550/arxiv.2211.01963 · pith_short_12: ILCFVLOCWUUS · pith_short_16: ILCFVLOCWUUSYGKY · pith_short_8: ILCFVLOC

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/ILCFVLOCWUUSYGKYWOX4I5NYTF \
  | 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: 42c45aadc2b5292c1958b3afc475b8997128648811948623d0a81abcecd82541

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bde23970170f385e0756fe0db90b6f8f249794458189b07ac95fd78ebf7c1e8",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T16:42:41Z",
    "title_canon_sha256": "92a4830d26d6bbfdc1c5016a4cfdebd45b176f92b05ccbf1ec2621abe9424412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01963",
    "kind": "arxiv",
    "version": 1
  }
}