Pith Number

pith:6BBRQ4MA

pith:2024:6BBRQ4MA57NCEYPZFIT5URYVFN

not attested not anchored not stored refs pending

Multi-matrix Factorization Attention

Daxin Jiang, Heung-Yeung Shum, Houyi Li, Jingcheng Hu, Shuigeng Zhou, Xiangyu Zhang, Yinmin Zhang, Zili Wang

arxiv:2412.19255 v2 · 2024-12-26 · cs.LG · 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{6BBRQ4MA57NCEYPZFIT5URYVFN}

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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

1 paper in Pith

Hardware-Efficient Attention for Fast Decoding

Receipt and verification

First computed	2026-07-05T10:00:45.357737Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f043187180efda2261f92a27da47152b5d8db587eb37659aa4128dea346384d3

Aliases

arxiv: 2412.19255 · arxiv_version: 2412.19255v2 · doi: 10.48550/arxiv.2412.19255 · pith_short_12: 6BBRQ4MA57NC · pith_short_16: 6BBRQ4MA57NCEYPZ · pith_short_8: 6BBRQ4MA

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/6BBRQ4MA57NCEYPZFIT5URYVFN \
  | 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: f043187180efda2261f92a27da47152b5d8db587eb37659aa4128dea346384d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b797382e7a5887c7f8619b7bc6510d9acd6060925ac6822193e4c718744be69",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-26T15:45:45Z",
    "title_canon_sha256": "c9e950ba506f4bfa4860ad3fdb6bb991894bf96bc243ef8fd60da5d4f4731d0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19255",
    "kind": "arxiv",
    "version": 2
  }
}