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Pith Number

pith:ATUAXOPX

pith:2023:ATUAXOPXSBIMLSQMDEDFHHR2QG
not attested not anchored not stored refs pending

GQKVA: Efficient Pre-training of Transformers by Grouping Queries, Keys, and Values

Austin Wen, Farnoosh Javadi, Foozhan Ataiefard, Habib Hajimolahoseini, Kangling Liu, Mohammad Hassanpour, Omar Mohamed Awad, Saina Asani, Walid Ahmed, Yang Liu

arxiv:2311.03426 v2 · 2023-11-06 · cs.LG · cs.AI · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{ATUAXOPXSBIMLSQMDEDFHHR2QG}

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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

Receipt and verification
First computed 2026-07-05T11:08:55.527549Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

04e80bb9f79050c5ca0c1906539e3a8184d0f75d278bcff9ed55f6b034011d3f

Aliases

arxiv: 2311.03426 · arxiv_version: 2311.03426v2 · doi: 10.48550/arxiv.2311.03426 · pith_short_12: ATUAXOPXSBIM · pith_short_16: ATUAXOPXSBIMLSQM · pith_short_8: ATUAXOPX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ATUAXOPXSBIMLSQMDEDFHHR2QG \
  | 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: 04e80bb9f79050c5ca0c1906539e3a8184d0f75d278bcff9ed55f6b034011d3f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a796ec1e822c3aac8046c4eaff3b14e75d03ef94877bad1f1a738a4ff3a0c539",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-06T17:29:24Z",
    "title_canon_sha256": "1cb3825bb60f8bac31bd685e24bca3bb91e525c5d13739c660bce4a8991fc3ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.03426",
    "kind": "arxiv",
    "version": 2
  }
}