Pith Number

pith:6I43VRZP

pith:2022:6I43VRZPBEQJXKB5H6T4JC5ITC

not attested not anchored not stored refs pending

Large Scale Radio Frequency Signal Classification

Bradley Comar, Craig Lennon, Garrett Vanhoy, Luke Boegner, Manbir Gulati, Phillip Vallance, Robert D. Miller, Silvija Kokalj-Filipovic

arxiv:2207.09918 v1 · 2022-07-20 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6I43VRZPBEQJXKB5H6T4JC5ITC}

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.

Cited by

1 paper in Pith

RF-Analyzer: Can Vision-Language Models Learn RF Understanding from Synthetic Data?

Receipt and verification

First computed	2026-07-05T04:42:03.337579Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f239bac72f09209ba83d3fa7c48ba898ace024d1d73af4513dd32ec77fee3618

Aliases

arxiv: 2207.09918 · arxiv_version: 2207.09918v1 · doi: 10.48550/arxiv.2207.09918 · pith_short_12: 6I43VRZPBEQJ · pith_short_16: 6I43VRZPBEQJXKB5 · pith_short_8: 6I43VRZP

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/6I43VRZPBEQJXKB5H6T4JC5ITC \
  | 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: f239bac72f09209ba83d3fa7c48ba898ace024d1d73af4513dd32ec77fee3618

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48491a7382703b8059234067f62e011e4199a0d358e514690d7ba2850340a2c4",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-20T14:03:57Z",
    "title_canon_sha256": "9ffeffba4fc6fb338159e014ab651762b2fbacc17d5a20fe9aadabcbd9972029"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.09918",
    "kind": "arxiv",
    "version": 1
  }
}