Pith Number

pith:ZYUSPJUW

pith:2025:ZYUSPJUWBXBYLG6Z7ZLQCM7IYH

not attested not anchored not stored refs pending

Inference performance evaluation for LLMs on edge devices with a novel benchmarking framework and metric

Bin Yu, Cong Tian, Hao Chen, Jialun Cao, Yepang Liu, Zixuan He

arxiv:2508.11269 v1 · 2025-08-15 · 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{ZYUSPJUWBXBYLG6Z7ZLQCM7IYH}

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

3 papers in Pith

Think Before You Grid-Search: Floor-First Triage for LLM Serving

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration

Receipt and verification

First computed	2026-07-05T11:54:21.839782Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce2927a6960dc3859bd9fe570133e8c1cf8ec9a0755f5984cf6950beddc43a55

Aliases

arxiv: 2508.11269 · arxiv_version: 2508.11269v1 · doi: 10.48550/arxiv.2508.11269 · pith_short_12: ZYUSPJUWBXBY · pith_short_16: ZYUSPJUWBXBYLG6Z · pith_short_8: ZYUSPJUW

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/ZYUSPJUWBXBYLG6Z7ZLQCM7IYH \
  | 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: ce2927a6960dc3859bd9fe570133e8c1cf8ec9a0755f5984cf6950beddc43a55

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7b16a849fd21a632fe2a68460481f7c9f0553a5b6f8f8f476df6db9f086f669",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.PF",
    "submitted_at": "2025-08-15T07:08:46Z",
    "title_canon_sha256": "c96a7a4d6c41575558f9bebd99c59e51ef750877c91d4edb68294878a181abab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.11269",
    "kind": "arxiv",
    "version": 1
  }
}