Pith Number

pith:XG4YKYKF

pith:2024:XG4YKYKFGCHS5GP7X2DMWDTATS

not attested not anchored not stored refs pending

Distributed Inference Performance Optimization for LLMs on CPUs

Changqing Li, Chen Meng, Duyi Wang, Pujiang He, Shan Zhou, Sheng Gui, Weifei Yu, Wenhuan Huang

arxiv:2407.00029 v1 · 2024-05-16 · 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{XG4YKYKFGCHS5GP7X2DMWDTATS}

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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

Optimizing Distributed Deployment of Mixture-of-Experts Model Inference in Serverless Computing

Receipt and verification

First computed	2026-07-05T08:38:13.387576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9b9856145308f2e99ffbe86cb0e609ca7938deb5884396e0beb2c25dcc47654

Aliases

arxiv: 2407.00029 · arxiv_version: 2407.00029v1 · doi: 10.48550/arxiv.2407.00029 · pith_short_12: XG4YKYKFGCHS · pith_short_16: XG4YKYKFGCHS5GP7 · pith_short_8: XG4YKYKF

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/XG4YKYKFGCHS5GP7X2DMWDTATS \
  | 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: b9b9856145308f2e99ffbe86cb0e609ca7938deb5884396e0beb2c25dcc47654

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9094bf97652a67275e81fec0d20ba805fce3f64cc6a4e5b63288bf371607094e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-05-16T08:39:37Z",
    "title_canon_sha256": "ccbbbee280a7b4443b9d923e7d8ec0b3a3e006bd0a3a1b66e86fc20c74958274"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.00029",
    "kind": "arxiv",
    "version": 1
  }
}