Pith Number

pith:WQM2LMLI

pith:2024:WQM2LMLIPFFGDY6DOV3JNPUMKE

not attested not anchored not stored refs pending

Deep Learning in Physical Layer: Review on Data Driven End-to-End Communication Systems and their Enabling Semantic Applications

Nazmul Islam, Seokjoo Shin

arxiv:2401.12800 v2 · 2024-01-08 · 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{WQM2LMLIPFFGDY6DOV3JNPUMKE}

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	2026-07-05T09:33:28.375779Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b419a5b168794a61e3c3757696be8c513c581bce6ff7666c739748f846c1de1b

Aliases

arxiv: 2401.12800 · arxiv_version: 2401.12800v2 · doi: 10.48550/arxiv.2401.12800 · pith_short_12: WQM2LMLIPFFG · pith_short_16: WQM2LMLIPFFGDY6D · pith_short_8: WQM2LMLI

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/WQM2LMLIPFFGDY6DOV3JNPUMKE \
  | 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: b419a5b168794a61e3c3757696be8c513c581bce6ff7666c739748f846c1de1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "763f2d071c89d89499bdb7f109b493723de38cf1ad3a67438939f70deaa9b791",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2024-01-08T18:38:51Z",
    "title_canon_sha256": "25ba4b2be515d48317a16f09a33b29a76ed320a9a58c9768b7d2d127bd78c1dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12800",
    "kind": "arxiv",
    "version": 2
  }
}