Pith Number

pith:4HTLRABC

pith:2024:4HTLRABCOKQMWOMNWL7YHNBVOZ

not attested not anchored not stored refs pending

Personalized Wireless Federated Learning for Large Language Models

Cunhua Pan, Dusit Niyato, Feibo Jiang, Kezhi Wang, Kun Yang, Li Dong, Siwei Tu, Yubo Peng

arxiv:2404.13238 v2 · 2024-04-20 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4HTLRABCOKQMWOMNWL7YHNBVOZ}

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

Empowering Large Language Models in Wireless Communication: A Novel Dataset and Fine-Tuning Framework

Receipt and verification

First computed	2026-07-05T11:21:32.348541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1e6b8802272a0cb398db2ff83b435766267f7847dcd5aff278af4cbe18c2417

Aliases

arxiv: 2404.13238 · arxiv_version: 2404.13238v2 · doi: 10.48550/arxiv.2404.13238 · pith_short_12: 4HTLRABCOKQM · pith_short_16: 4HTLRABCOKQMWOMN · pith_short_8: 4HTLRABC

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/4HTLRABCOKQMWOMNWL7YHNBVOZ \
  | 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: e1e6b8802272a0cb398db2ff83b435766267f7847dcd5aff278af4cbe18c2417

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0d9a9620054b63e4a98120bd3ec5626f2bb337b692e9613be5b34a6c12615b6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-20T02:30:21Z",
    "title_canon_sha256": "f4dcad0dd85f97580aded27e3cf0d762f62111337c3a5b845de0c9797bf2fade"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13238",
    "kind": "arxiv",
    "version": 2
  }
}