Pith Number

pith:6MNX2SHY

pith:2024:6MNX2SHYLKOO4G3QD53OXDWIMI

not attested not anchored not stored refs pending

Understanding the Performance Horizon of the Latest ML Workloads with NonGEMM Workloads

Hyoukjun Kwon, Rachid Karami, Sheng-Chun Kao

arxiv:2404.11788 v5 · 2024-04-17 · cs.AR · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6MNX2SHYLKOO4G3QD53OXDWIMI}

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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

A Lightweight High-Throughput Collective-Capable NoC for Large-Scale ML Accelerators

Receipt and verification

First computed	2026-07-05T10:49:44.027086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f31b7d48f85a9cee1b701f76eb8ec8622242b202cf64504b32e7c4d124a865c8

Aliases

arxiv: 2404.11788 · arxiv_version: 2404.11788v5 · doi: 10.48550/arxiv.2404.11788 · pith_short_12: 6MNX2SHYLKOO · pith_short_16: 6MNX2SHYLKOO4G3Q · pith_short_8: 6MNX2SHY

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/6MNX2SHYLKOO4G3QD53OXDWIMI \
  | 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: f31b7d48f85a9cee1b701f76eb8ec8622242b202cf64504b32e7c4d124a865c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db83a81ed78ec6fff6b5f541b02430ad00ba27b4d72245ef1cd2419c4b6fb6d6",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-04-17T22:44:22Z",
    "title_canon_sha256": "2d295b3623189ed74a9053c7a05b475994cb0ddb4660ced109f4835fcd7ad0da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11788",
    "kind": "arxiv",
    "version": 5
  }
}