Pith Number

pith:CD6YEMJE

pith:2025:CD6YEMJEDKWRS7QWUZBFO5ER5L

not attested not anchored not stored refs pending

Deep Learning Models for Physical Layer Communications

Nunzio A. Letizia

arxiv:2502.04895 v1 · 2025-02-07 · 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{CD6YEMJEDKWRS7QWUZBFO5ER5L}

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	2026-07-05T10:10:59.141000Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10fd8231241aad197e16a642577491eaca31691dfc5157b63352b385853baf9c

Aliases

arxiv: 2502.04895 · arxiv_version: 2502.04895v1 · doi: 10.48550/arxiv.2502.04895 · pith_short_12: CD6YEMJEDKWR · pith_short_16: CD6YEMJEDKWRS7QW · pith_short_8: CD6YEMJE

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/CD6YEMJEDKWRS7QWUZBFO5ER5L \
  | 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: 10fd8231241aad197e16a642577491eaca31691dfc5157b63352b385853baf9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7c8a7d1076b735a717acc9e0e47b27cbeec35b8ab680a8e852e9de7e47fa33f",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T13:03:36Z",
    "title_canon_sha256": "0347589be4773ce5630dad4ec88f600eec95ee072d80f44a54a21c26d39ce6f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04895",
    "kind": "arxiv",
    "version": 1
  }
}