Pith Number

pith:WBQSWWBH

pith:2019:WBQSWWBH2NCBNKJQ4Q6L3PE3UH

not attested not anchored not stored refs pending

Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads

Amar Phanishayee, Fan Yang, Junjie Qian, Myeongjae Jeon, Shivaram Venkataraman, Wencong Xiao

arxiv:1901.05758 v2 · 2019-01-17 · 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{WBQSWWBH2NCBNKJQ4Q6L3PE3UH}

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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

DeadPool: Resilient LLM Training with Hot-Swapping via Zero-Overhead Checkpoint

Receipt and verification

First computed	2026-07-04T23:52:19.938618Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0612b5827d34416a930e43cbdbc9ba1e2f56ad27192baa7527dd989df80595e

Aliases

arxiv: 1901.05758 · arxiv_version: 1901.05758v2 · doi: 10.48550/arxiv.1901.05758 · pith_short_12: WBQSWWBH2NCB · pith_short_16: WBQSWWBH2NCBNKJQ · pith_short_8: WBQSWWBH

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/WBQSWWBH2NCBNKJQ4Q6L3PE3UH \
  | 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: b0612b5827d34416a930e43cbdbc9ba1e2f56ad27192baa7527dd989df80595e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "784f4732000934c525c34eb049cdfdd9cde1d42af56573d416c7caa71010fac7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2019-01-17T12:28:09Z",
    "title_canon_sha256": "64bea330e0dba9b7123f425f159c6e33526934681de24103b75cb47560e2e20c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.05758",
    "kind": "arxiv",
    "version": 2
  }
}