Pith Number

pith:NJL5QW3E

pith:2025:NJL5QW3EMBQ4TAWXZAKLRNF6ZY

not attested not anchored not stored refs pending

AI/ML-Based Automatic Modulation Recognition: Recent Trends and Future Possibilities

Azadeh Gilanpour, Behnoud Alaghband, Elaheh Jafarigol, Mirhamed Mirmozafari, Saeid Hosseinipoor

arxiv:2502.05315 v2 · 2025-02-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NJL5QW3EMBQ4TAWXZAKLRNF6ZY}

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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	2026-07-05T10:15:48.834012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a57d85b646061c982d7c814b8b4bece07d29eafb9a136789cc8e8700e92e0e1

Aliases

arxiv: 2502.05315 · arxiv_version: 2502.05315v2 · doi: 10.48550/arxiv.2502.05315 · pith_short_12: NJL5QW3EMBQ4 · pith_short_16: NJL5QW3EMBQ4TAWX · pith_short_8: NJL5QW3E

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/NJL5QW3EMBQ4TAWXZAKLRNF6ZY \
  | 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: 6a57d85b646061c982d7c814b8b4bece07d29eafb9a136789cc8e8700e92e0e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96ae8f555fb497622f16c0a72accbcc5b9ac8e4f4e6df51744bb22aa032a21da",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T20:34:04Z",
    "title_canon_sha256": "bc16b782def4c1fe7eb3d1ef57ab729dac072e309db1177101dc782cf08f2f0a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05315",
    "kind": "arxiv",
    "version": 2
  }
}