Pith Number

pith:MWGELBIG

pith:2024:MWGELBIG7RGQRWAZDIRYKCUUGR

not attested not anchored not stored refs pending

SCOOT: SLO-Oriented Performance Tuning for LLM Inference Engines

Jianguo Li, Ke Cheng, Sheng Zhang, Tiannuo Yang, Wen Hu, Zhi Wang

arxiv:2408.04323 v2 · 2024-08-08 · 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{MWGELBIG7RGQRWAZDIRYKCUUGR}

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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

Human-Less LLM Serving: Quantifying the Human Tax on Throughput

Receipt and verification

First computed	2026-07-05T10:17:10.612143Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

658c458506fc4d08d8191a23850a94345246940ab4ec0a7e8dc79d47b9c8991e

Aliases

arxiv: 2408.04323 · arxiv_version: 2408.04323v2 · doi: 10.48550/arxiv.2408.04323 · pith_short_12: MWGELBIG7RGQ · pith_short_16: MWGELBIG7RGQRWAZ · pith_short_8: MWGELBIG

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/MWGELBIG7RGQRWAZDIRYKCUUGR \
  | 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: 658c458506fc4d08d8191a23850a94345246940ab4ec0a7e8dc79d47b9c8991e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7420c17397495403d3bdd67a5e3411d504ab4ac3a2dd2ea9739cf8119c0e983c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-08-08T09:06:41Z",
    "title_canon_sha256": "ab9e1313addb71332b38a01eaa247bd675178c9e147c32e7074afdaa694508a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04323",
    "kind": "arxiv",
    "version": 2
  }
}