Pith Number

pith:6RUMEWEY

pith:2023:6RUMEWEYQLVT6BM67IBN3R7266

not attested not anchored not stored refs pending

Open Set Wireless Signal Classification: Augmenting Deep Learning with Expert Feature Classifiers

Benjamin H. Kirk, R. Michael Buehrer, Samuel R. Shebert

arxiv:2302.03749 v1 · 2023-02-07 · 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{6RUMEWEYQLVT6BM67IBN3R7266}

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

An Uncertainty-Driven Hybrid Deep Learning Approach for Broad-Coverage RF Modulation Recognition

Receipt and verification

First computed	2026-07-05T05:39:57.271066Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f468c2589882eb3f059efa02ddc7faf7b409c8e42a3378265dd265e44bdd71f8

Aliases

arxiv: 2302.03749 · arxiv_version: 2302.03749v1 · doi: 10.48550/arxiv.2302.03749 · pith_short_12: 6RUMEWEYQLVT · pith_short_16: 6RUMEWEYQLVT6BM6 · pith_short_8: 6RUMEWEY

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/6RUMEWEYQLVT6BM67IBN3R7266 \
  | 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: f468c2589882eb3f059efa02ddc7faf7b409c8e42a3378265dd265e44bdd71f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6745435525447824d54460d2f7fcb04c7cd95faebf4c1e37c47dcf8e27a4b676",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2023-02-07T20:54:18Z",
    "title_canon_sha256": "fac10406d590df304677b9265fbc19a60c125bd04ea7605f5a04cd2767d7c5bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.03749",
    "kind": "arxiv",
    "version": 1
  }
}