Pith Number

pith:KNOJCT2E

pith:2025:KNOJCT2EILD72B3NRHBPJI364S

not attested not anchored not stored refs pending

Flexible Personalized Split Federated Learning for On-Device Fine-Tuning of Foundation Models

Bing Luo, Jiaxiang Geng, Pengchao Han, Tianjun Yuan, Xianhao Chen

arxiv:2508.10349 v1 · 2025-08-14 · cs.DC · 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{KNOJCT2EILD72B3NRHBPJI364S}

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

A Survey on Split Learning for LLM Fine-Tuning: Models, Systems, and Privacy Optimizations

Receipt and verification

First computed	2026-07-05T11:53:54.373793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

535c914f4442c7fd076d89c2f4a37ee482e303213c10e2208db9b7b2ab009303

Aliases

arxiv: 2508.10349 · arxiv_version: 2508.10349v1 · doi: 10.48550/arxiv.2508.10349 · pith_short_12: KNOJCT2EILD7 · pith_short_16: KNOJCT2EILD72B3N · pith_short_8: KNOJCT2E

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/KNOJCT2EILD72B3NRHBPJI364S \
  | 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: 535c914f4442c7fd076d89c2f4a37ee482e303213c10e2208db9b7b2ab009303

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b68067bed592cd3fc1a0a3f8dc1f4683dab89f53020792f2b22a71ce5ca86b50",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-08-14T05:14:00Z",
    "title_canon_sha256": "58c78d8cba981ef80f93e1bd8a196f35268c585a0984ec292ac32aab6c37e819"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10349",
    "kind": "arxiv",
    "version": 1
  }
}