Pith Number

pith:MFO74HKH

pith:2024:MFO74HKHT7UQOFVGMTT3DHNLIM

not attested not anchored not stored refs pending

Highly Optimized Kernels and Fine-Grained Codebooks for LLM Inference on Arm CPUs

Danny Loh, David Mansell, Dibakar Gope, Ian Bratt

arxiv:2501.00032 v1 · 2024-12-23 · cs.LG · cs.AI · cs.AR · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MFO74HKHT7UQOFVGMTT3DHNLIM}

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.

Receipt and verification

First computed	2026-07-05T09:56:05.248876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

615dfe1d479fe90716a664e7b19dab43396ce00e84f322cd55b9a09596cb8c72

Aliases

arxiv: 2501.00032 · arxiv_version: 2501.00032v1 · doi: 10.48550/arxiv.2501.00032 · pith_short_12: MFO74HKHT7UQ · pith_short_16: MFO74HKHT7UQOFVG · pith_short_8: MFO74HKH

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/MFO74HKHT7UQOFVGMTT3DHNLIM \
  | 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: 615dfe1d479fe90716a664e7b19dab43396ce00e84f322cd55b9a09596cb8c72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "190837f43c7b9702b859ac611dc6a32c05cee8abbe129b517164e49b617e52b9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T03:44:29Z",
    "title_canon_sha256": "4dd7fb01f6acfcecf196a434c04f0ffbcba250b4552728fd8eac300a167b4475"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00032",
    "kind": "arxiv",
    "version": 1
  }
}