Pith. sign in
Pith Number

pith:KGK4WUXS

pith:2026:KGK4WUXSD5ZCLUMH7AXYYGVFE7
not attested not anchored not stored refs pending

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

Alperen Marasli, Durdu Can Yerdeyatar, Muhammet Sefa Demirel, Nurettin Safak, Ozgun Ersoy, Taha Eren Atmaca

arxiv:2608.00796 v1 · 2026-08-01 · eess.SP · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KGK4WUXSD5ZCLUMH7AXYYGVFE7}

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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.
Receipt and verification
First computed 2026-08-04T01:55:09.866635Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5195cb52f21f7225d187f82f8c1aa527fa95fce6dbdc5d4048e93e81d74005d4

Aliases

arxiv: 2608.00796 · arxiv_version: 2608.00796v1 · doi: 10.48550/arxiv.2608.00796 · pith_short_12: KGK4WUXSD5ZC · pith_short_16: KGK4WUXSD5ZCLUMH · pith_short_8: KGK4WUXS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KGK4WUXSD5ZCLUMH7AXYYGVFE7 \
  | 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: 5195cb52f21f7225d187f82f8c1aa527fa95fce6dbdc5d4048e93e81d74005d4
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e61869954e38105d560aa08abd4abec57158f19523b3aa1f96693a7396385f0e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2026-08-01T17:57:36Z",
    "title_canon_sha256": "1003f82ef5707908c16a7ef9c5258cde89ef652d7c0b40e85e25cde020dc3064"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.00796",
    "kind": "arxiv",
    "version": 1
  }
}