Pith Number

pith:SNYLTA6Y

pith:2024:SNYLTA6YRMAEWHZDPGJR7ACP2B

not attested not anchored not stored refs pending

Deep Learning Frameworks for Cognitive Radio Networks: Review and Open Research Challenges

Andrei Gurtov, Ijaz Ahmad, Marko H\"oyhty\"a, Senthil Kumar Jagatheesaperumal, Suleman Khan

arxiv:2410.23949 v1 · 2024-10-31 · cs.NI · 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{SNYLTA6YRMAEWHZDPGJR7ACP2B}

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	2026-07-05T09:29:16.705716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9370b983d88b004b1f2379931f804fd04feb72419a39d093fb1a64542be71722

Aliases

arxiv: 2410.23949 · arxiv_version: 2410.23949v1 · doi: 10.48550/arxiv.2410.23949 · pith_short_12: SNYLTA6YRMAE · pith_short_16: SNYLTA6YRMAEWHZD · pith_short_8: SNYLTA6Y

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/SNYLTA6YRMAEWHZDPGJR7ACP2B \
  | 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: 9370b983d88b004b1f2379931f804fd04feb72419a39d093fb1a64542be71722

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2adef84306226a9d56ec1e35048eff805eae0101107f2438e93ebadc247bb0df",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-10-31T14:04:33Z",
    "title_canon_sha256": "cba8c34a5e3fa152e7af4927361e3b91d2704f336f304b4408d8f82a9ebd8c36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23949",
    "kind": "arxiv",
    "version": 1
  }
}