Pith Number

pith:WTN5SEGC

pith:2023:WTN5SEGCKKIVDJ3OKLAT2AZH7K

not attested not anchored not stored refs pending

From Multilayer Perceptron to GPT: A Reflection on Deep Learning Research for Wireless Physical Layer

Amine Mezghani, Ekram Hossain, Faouzi Bellili, Mohamed Akrout, Robert W. Heath

arxiv:2307.07359 v1 · 2023-07-14 · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WTN5SEGCKKIVDJ3OKLAT2AZH7K}

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.

Cited by

1 paper in Pith

Boosting Open-Source LLMs for Program Repair via Reasoning Transfer and LLM-Guided Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:30:54.542012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4dbd910c2529151a76e52c13d0327fa9713af4717a383b0cec43299e8202aff

Aliases

arxiv: 2307.07359 · arxiv_version: 2307.07359v1 · doi: 10.48550/arxiv.2307.07359 · pith_short_12: WTN5SEGCKKIV · pith_short_16: WTN5SEGCKKIVDJ3O · pith_short_8: WTN5SEGC

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/WTN5SEGCKKIVDJ3OKLAT2AZH7K \
  | 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: b4dbd910c2529151a76e52c13d0327fa9713af4717a383b0cec43299e8202aff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63901d9ab0781946d8ffbdd34faf2f24c72c9cee94c1572cd36d74eaa2e1f0f1",
    "cross_cats_sorted": [
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-07-14T14:04:01Z",
    "title_canon_sha256": "3df561f340aaaeb1adf61b81c0caaedf4c937c64a5b99a8ea7ebe54a543f52d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.07359",
    "kind": "arxiv",
    "version": 1
  }
}