Pith Number

pith:5F4HE4WK

pith:2024:5F4HE4WKLIDYLDAN23RUW6YVNH

not attested not anchored not stored refs pending

Federated Learning and RAG Integration: A Scalable Approach for Medical Large Language Models

Eui-Nam Huh, Hongju Jeong, Jincheol Jung

arxiv:2412.13720 v2 · 2024-12-18 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5F4HE4WKLIDYLDAN23RUW6YVNH}

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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

Federated Retrieval-Augmented Generation: A Systematic Mapping Study

Receipt and verification

First computed	2026-07-05T09:58:27.052521Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9787272ca5a07858c0dd6e34b7b1569fce2f1695fd14f7adba1910fe1eba1ed

Aliases

arxiv: 2412.13720 · arxiv_version: 2412.13720v2 · doi: 10.48550/arxiv.2412.13720 · pith_short_12: 5F4HE4WKLIDY · pith_short_16: 5F4HE4WKLIDYLDAN · pith_short_8: 5F4HE4WK

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/5F4HE4WKLIDYLDAN23RUW6YVNH \
  | 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: e9787272ca5a07858c0dd6e34b7b1569fce2f1695fd14f7adba1910fe1eba1ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bed9bd30b930e55876f54e32c7f1fce63100df64b4e5670c9b488050b13021e1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-18T11:00:58Z",
    "title_canon_sha256": "da0ebfa07ed40cf99556c506c636e06108a084acc41bc5955a5e0156efaf4a4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.13720",
    "kind": "arxiv",
    "version": 2
  }
}