Pith Number

pith:7IMFYCAE

pith:2023:7IMFYCAEF4SP2NF57LRL5HFQFF

not attested not anchored not stored refs pending

Evolution of MAC Protocols in the Machine Learning Decade: A Comprehensive Survey

Ali Ranjha, Islam A.T.F. Taj-Eddin, Kim Khoa Nguyen, Mohamed Cheriet, Mohammed F. A. Ahmed, Mostafa Hussien

arxiv:2302.13876 v1 · 2023-01-24 · 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{7IMFYCAEF4SP2NF57LRL5HFQFF}

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

Resilient LLM-Empowered Semantic MAC Protocols via Zero-Shot Adaptation and Knowledge Distillation

Receipt and verification

First computed	2026-07-05T05:45:51.852937Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa185c08042f24fd34bdfae2be9cb02978e3c97ea7b4d826c2f867cf5f266153

Aliases

arxiv: 2302.13876 · arxiv_version: 2302.13876v1 · doi: 10.48550/arxiv.2302.13876 · pith_short_12: 7IMFYCAEF4SP · pith_short_16: 7IMFYCAEF4SP2NF5 · pith_short_8: 7IMFYCAE

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/7IMFYCAEF4SP2NF57LRL5HFQFF \
  | 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: fa185c08042f24fd34bdfae2be9cb02978e3c97ea7b4d826c2f867cf5f266153

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a35721e7e1ead5ced106cc68138a519041691f65932c06a512c3bfb37556c44a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-01-24T02:27:14Z",
    "title_canon_sha256": "ef56c2b2a6dd6858d6fdc3f84839bf8449c35cef73910cc7dcb45e34de8811fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13876",
    "kind": "arxiv",
    "version": 1
  }
}