Pith Number

pith:TUUJLXR4

pith:2024:TUUJLXR46T4K6RTZRF76W5PZ7P

not attested not anchored not stored refs pending

Revisiting Reliability in Large-Scale Machine Learning Research Clusters

Adithya Kumar, Apostolos Kokolis, Carole-Jean Wu, Faye Ma, John Hoffman, Kalyan Saladi, Michael Kuchnik, Parth Malani, Shubho Sengupta, Zachary DeVito

arxiv:2410.21680 v2 · 2024-10-29 · 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{TUUJLXR46T4K6RTZRF76W5PZ7P}

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

2 papers in Pith

ARGUS: Production-Scale Tracing and Performance Diagnosis for over 10,000-GPU Clusters

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

Receipt and verification

First computed	2026-07-05T10:10:45.547736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d2895de3cf4f8af4679897feb75f9fbf976ae299ef0119d173355c0bf31abba

Aliases

arxiv: 2410.21680 · arxiv_version: 2410.21680v2 · doi: 10.48550/arxiv.2410.21680 · pith_short_12: TUUJLXR46T4K · pith_short_16: TUUJLXR46T4K6RTZ · pith_short_8: TUUJLXR4

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/TUUJLXR46T4K6RTZRF76W5PZ7P \
  | 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: 9d2895de3cf4f8af4679897feb75f9fbf976ae299ef0119d173355c0bf31abba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "13e77d76e54b7fd3f6392bbd87322348f86eaee76f4a4221c87e22f7fe9ead7a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-10-29T03:02:53Z",
    "title_canon_sha256": "c51618660962c7a184e4d7c9813430a7d2d7156f6983ef1f7ca39bd0c9f79909"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21680",
    "kind": "arxiv",
    "version": 2
  }
}