Pith Number

pith:LEGVSBB7

pith:2025:LEGVSBB7P6ECT3OCEHTXUUVQRI

not attested not anchored not stored refs pending

Challenging GPU Dominance: When CPUs Outperform for On-Device LLM Inference

Haolin Zhang, Jeff Huang

arxiv:2505.06461 v1 · 2025-05-09 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LEGVSBB7P6ECT3OCEHTXUUVQRI}

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

When NPUs Are Not Always Faster: A Stage-Level Analysis of Mobile LLM Inference

Receipt and verification

First computed	2026-07-05T11:01:09.991104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

590d59043f7f8829edc221e77a52b08a1624f831956896a50a561f0783fe7c1d

Aliases

arxiv: 2505.06461 · arxiv_version: 2505.06461v1 · doi: 10.48550/arxiv.2505.06461 · pith_short_12: LEGVSBB7P6EC · pith_short_16: LEGVSBB7P6ECT3OC · pith_short_8: LEGVSBB7

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/LEGVSBB7P6ECT3OCEHTXUUVQRI \
  | 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: 590d59043f7f8829edc221e77a52b08a1624f831956896a50a561f0783fe7c1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da5c4c739f76395c112d76f302ba3d9dbe22d1eb75b4e4ab3da7375c0815a94b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-05-09T23:05:53Z",
    "title_canon_sha256": "ca7eff2a0a9c122d7c8cd9d3d84687d21d3ddf2de1d1a13fd5e20148c267cc04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06461",
    "kind": "arxiv",
    "version": 1
  }
}