Pith Number

pith:VVRGSX4W

pith:2023:VVRGSX4WSELRPPJFYYJZ2JYYEL

not attested not anchored not stored refs pending

A Fast Optimization View: Reformulating Single Layer Attention in LLM Based on Tensor and SVM Trick, and Solving It in Matrix Multiplication Time

Junze Yin, Weixin Wang, Yeqi Gao, Zhao Song

arxiv:2309.07418 v1 · 2023-09-14 · cs.DS · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VVRGSX4WSELRPPJFYYJZ2JYYEL}

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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

2 papers in Pith

Attention at the Theoretical Minimum: A Mathematics of Arrays Framework for Memory-Optimal Transformer Kernels

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Receipt and verification

First computed	2026-07-05T06:50:35.315039Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad62695f96911717bd25c6139d271822eb8cff0a283f3ca718f17b0d2272c118

Aliases

arxiv: 2309.07418 · arxiv_version: 2309.07418v1 · doi: 10.48550/arxiv.2309.07418 · pith_short_12: VVRGSX4WSELR · pith_short_16: VVRGSX4WSELRPPJF · pith_short_8: VVRGSX4W

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/VVRGSX4WSELRPPJFYYJZ2JYYEL \
  | 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: ad62695f96911717bd25c6139d271822eb8cff0a283f3ca718f17b0d2272c118

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cab83a61491a769460b8137fdaa52d6427da5f5e183a560072f66de5a1ae6996",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.DS",
    "submitted_at": "2023-09-14T04:23:40Z",
    "title_canon_sha256": "50a0d89731d9c9a061cbfd5873364bca28ded34b965b39d702443c34d966fdb9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.07418",
    "kind": "arxiv",
    "version": 1
  }
}