Pith Number

pith:G3V4EOWJ

pith:2024:G3V4EOWJHHSYNX5M6JEF6MAEOT

not attested not anchored not stored refs pending

Minder: Faulty Machine Detection for Large-scale Distributed Model Training

Bo Li, Fuliang Li, Gaohong Liu, Haibin Lin, Hang Zhu, Jianxi Ye, Lei Zhang, Minlan Yu, Shuguang Wang, Xiang Shi, Xingjian Zhang, Yangtao Deng, Zhang Zhang, Zhuo Jiang, Zuquan Song

arxiv:2411.01791 v2 · 2024-11-04 · 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{G3V4EOWJHHSYNX5M6JEF6MAEOT}

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

TSGuard: Automated User-Centric Incident Diagnosis for AI Workloads in the Cloud

Receipt and verification

First computed	2026-07-05T10:54:13.830739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36ebc23ac939e586dfacf2485f300474dae17c961cd259c52116c4dfc49a1e62

Aliases

arxiv: 2411.01791 · arxiv_version: 2411.01791v2 · doi: 10.48550/arxiv.2411.01791 · pith_short_12: G3V4EOWJHHSY · pith_short_16: G3V4EOWJHHSYNX5M · pith_short_8: G3V4EOWJ

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/G3V4EOWJHHSYNX5M6JEF6MAEOT \
  | 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: 36ebc23ac939e586dfacf2485f300474dae17c961cd259c52116c4dfc49a1e62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cb8f8342b30c5ad6218534ab33352722a2a8949baa981814893b76f3c528c804",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-11-04T04:26:16Z",
    "title_canon_sha256": "d26d9dc871ff446ec89dd2b596457675dc693bbc137020fe02b33ef56317f444"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01791",
    "kind": "arxiv",
    "version": 2
  }
}