Pith Number

pith:M245ZHWA

pith:2024:M245ZHWACQGBIXAYNSZZ2VHP75

not attested not anchored not stored refs pending

Scalable Efficient Training of Large Language Models with Low-dimensional Projected Attention

Bowen Zhou, Ermo Hua, Ganqu Cui, Kaiyan Zhang, Ning Ding, Xingtai Lv

arxiv:2411.02063 v1 · 2024-11-04 · cs.CL · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{M245ZHWACQGBIXAYNSZZ2VHP75}

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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

Multi-matrix Factorization Attention

Receipt and verification

First computed	2026-07-05T09:30:40.770432Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66b9dc9ec0140c145c186cb39d54efff5d923d3bad1e5f495067a9c0ee2c31c3

Aliases

arxiv: 2411.02063 · arxiv_version: 2411.02063v1 · doi: 10.48550/arxiv.2411.02063 · pith_short_12: M245ZHWACQGB · pith_short_16: M245ZHWACQGBIXAY · pith_short_8: M245ZHWA

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/M245ZHWACQGBIXAYNSZZ2VHP75 \
  | 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: 66b9dc9ec0140c145c186cb39d54efff5d923d3bad1e5f495067a9c0ee2c31c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed4e22549071b4c834fe8b3d2cdb1b6862f4f5f8276bdf475f493b90b3770407",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-04T13:06:17Z",
    "title_canon_sha256": "b6895c9d7038f6abcdbd0f185e91a2a6b944fe14de8c5750a1c603cd00132092"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02063",
    "kind": "arxiv",
    "version": 1
  }
}