Pith Number

pith:CFNEGUD6

pith:2023:CFNEGUD6Y5RYZH4FUUJMH2WXZO

not attested not anchored not stored refs pending

AMSP: Reducing Communication Overhead of ZeRO for Efficient LLM Training

Guoteng Wang, Hang Yan, Peng Sun, Qiaoling Chen, Qinghao Hu, Tianwei Zhang, Ting Huang, Xun Chen, Yang Gao, Yingtong Xiong, Yonggang Wen

arxiv:2311.00257 v2 · 2023-11-01 · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CFNEGUD6Y5RYZH4FUUJMH2WXZO}

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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

Scaling Large Language Model Training on Frontier with Low-Bandwidth Partitioning

Receipt and verification

First computed	2026-07-05T07:55:25.841468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

115a43507ec7638c9f85a512c3ead7cbbd315793c85725c5af4306562852ccdf

Aliases

arxiv: 2311.00257 · arxiv_version: 2311.00257v2 · doi: 10.48550/arxiv.2311.00257 · pith_short_12: CFNEGUD6Y5RY · pith_short_16: CFNEGUD6Y5RYZH4F · pith_short_8: CFNEGUD6

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/CFNEGUD6Y5RYZH4FUUJMH2WXZO \
  | 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: 115a43507ec7638c9f85a512c3ead7cbbd315793c85725c5af4306562852ccdf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ead24029ce5aefd09bf159695aca34482b3bf26d2484ec4dbb695ead859d1838",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2023-11-01T03:14:48Z",
    "title_canon_sha256": "9cd6a21c9547d7b64b65881df87d8c27668abbdda11d4b3a08f9000c0f684c8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.00257",
    "kind": "arxiv",
    "version": 2
  }
}