Pith Number

pith:LLXMMIED

pith:2023:LLXMMIEDFQCUEOFAIIE3ZLIDWZ

not attested not anchored not stored refs pending

Attention Scheme Inspired Softmax Regression

Yichuan Deng, Zhao Song, Zhihang Li

arxiv:2304.10411 v2 · 2023-04-20 · 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{LLXMMIEDFQCUEOFAIIE3ZLIDWZ}

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

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

Receipt and verification

First computed	2026-07-05T06:04:38.363494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5aeec620832c054238a04209bcad03b66c6e53e9d4dbb45fbd4461b57db1cc66

Aliases

arxiv: 2304.10411 · arxiv_version: 2304.10411v2 · doi: 10.48550/arxiv.2304.10411 · pith_short_12: LLXMMIEDFQCU · pith_short_16: LLXMMIEDFQCUEOFA · pith_short_8: LLXMMIED

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/LLXMMIEDFQCUEOFAIIE3ZLIDWZ \
  | 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: 5aeec620832c054238a04209bcad03b66c6e53e9d4dbb45fbd4461b57db1cc66

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c68740ab2b70f83272e9e8fa4622faf07523b8513bf2498dfd12ef28e5a5c050",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-20T15:50:35Z",
    "title_canon_sha256": "4210864fc2f178db8e9d5d7a32121bd9a7cff0068ca61c8c2ee04cc54d267a3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.10411",
    "kind": "arxiv",
    "version": 2
  }
}