Pith Number

pith:XP2DVLFG

pith:2023:XP2DVLFGB66TMRVTFLV3OLUSKE

not attested not anchored not stored refs pending

When MiniBatch SGD Meets SplitFed Learning:Convergence Analysis and Performance Evaluation

Chao Huang, Geng Tian, Ming Tang

arxiv:2308.11953 v1 · 2023-08-23 · cs.LG · 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{XP2DVLFGB66TMRVTFLV3OLUSKE}

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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	2026-07-05T06:43:57.106931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbf43aaca60fbd3646b32aebb72e9251194c6fd2eb95c36d3a9ea400d2c24477

Aliases

arxiv: 2308.11953 · arxiv_version: 2308.11953v1 · doi: 10.48550/arxiv.2308.11953 · pith_short_12: XP2DVLFGB66T · pith_short_16: XP2DVLFGB66TMRVT · pith_short_8: XP2DVLFG

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/XP2DVLFGB66TMRVTFLV3OLUSKE \
  | 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: bbf43aaca60fbd3646b32aebb72e9251194c6fd2eb95c36d3a9ea400d2c24477

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "107df5b7cc57b32f3fe959fceca0b75cf55613614417ddaea913f49926ef51f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-23T06:51:22Z",
    "title_canon_sha256": "93d2d23ccef7c1076889774fe4cbada624ac4d3234ff783810531cd7c634a412"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11953",
    "kind": "arxiv",
    "version": 1
  }
}