Pith Number

pith:FGPJJFBE

pith:2022:FGPJJFBE7PHF6VA37Z4YRJD7RE

not attested not anchored not stored refs pending

An Efficient Split Fine-tuning Framework for Edge and Cloud Collaborative Learning

Qing Yang, Shaohuai Shi, Shuhan Qi, Xuan Wang, Yang Xiang

arxiv:2211.16703 v1 · 2022-11-30 · cs.DC · 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{FGPJJFBE7PHF6VA37Z4YRJD7RE}

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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

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

Receipt and verification

First computed	2026-07-05T05:21:10.039644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

299e949424fbce5f541bfe7988a47f89347f4ba30a247b97c9df4396cbe1017a

Aliases

arxiv: 2211.16703 · arxiv_version: 2211.16703v1 · doi: 10.48550/arxiv.2211.16703 · pith_short_12: FGPJJFBE7PHF · pith_short_16: FGPJJFBE7PHF6VA3 · pith_short_8: FGPJJFBE

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/FGPJJFBE7PHF6VA37Z4YRJD7RE \
  | 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: 299e949424fbce5f541bfe7988a47f89347f4ba30a247b97c9df4396cbe1017a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55df3abb1d06130473f4d0249901105f546be7f603a2b48e37c738679896fc64",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-11-30T02:55:21Z",
    "title_canon_sha256": "bd6619010f588697239013497779e20dc35a500c1937faedf8ab27c1335d8572"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.16703",
    "kind": "arxiv",
    "version": 1
  }
}