Pith Number

pith:W353UFFM

pith:2025:W353UFFMVMZVKFEQ5CEXNIGF6X

not attested not anchored not stored refs pending

A Survey of End-to-End Modeling for Distributed DNN Training: Workloads, Simulators, and TCO

Abubakr Nada, Arjun Singh, Debjyoti Bhattacharjee, Diksha Moolchandani, Dwaipayan Biswas, Hannah Watson, James Myers, Jonas Svedas, Nathan Laubeuf

arxiv:2506.09275 v1 · 2025-06-10 · 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{W353UFFMVMZVKFEQ5CEXNIGF6X}

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

DeepStack: Scalable and Accurate Design Space Exploration for Distributed 3D-Stacked AI Accelerators

Receipt and verification

First computed	2026-07-05T11:19:34.088739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6fbba14acab33551490e88976a0c5f5cf6ce9aec2e58bb1f4815105c90aba38

Aliases

arxiv: 2506.09275 · arxiv_version: 2506.09275v1 · doi: 10.48550/arxiv.2506.09275 · pith_short_12: W353UFFMVMZV · pith_short_16: W353UFFMVMZVKFEQ · pith_short_8: W353UFFM

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/W353UFFMVMZVKFEQ5CEXNIGF6X \
  | 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: b6fbba14acab33551490e88976a0c5f5cf6ce9aec2e58bb1f4815105c90aba38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a8da844b93b82f9b466b1b84cdf46e839e6e218c0257264f7d7da41dfeddc86",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-10T22:25:29Z",
    "title_canon_sha256": "518382659ec3cd04b7c1327d35700cb290a131c1d00517d4c37db0484eebcf12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09275",
    "kind": "arxiv",
    "version": 1
  }
}