Pith Number

pith:VPMU5ZPR

pith:2024:VPMU5ZPRTOHUQDEMSBZ6CK2TDD

not attested not anchored not stored refs pending

Lean Attention: Hardware-Aware Scalable Attention Mechanism for the Decode-Phase of Transformers

Renee St. Amant, Rya Sanovar, Saravan Rajmohan, Srikant Bharadwaj, Victor R\"uhle

arxiv:2405.10480 v2 · 2024-05-17 · cs.AR · 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{VPMU5ZPRTOHUQDEMSBZ6CK2TDD}

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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

VTC: DNN Compilation with Virtual Tensors for Data Movement Elimination

Receipt and verification

First computed	2026-07-05T10:00:37.019947Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abd94ee5f19b8f480c8c9073e12b5318d8f0d3db43bcc406411cd2a889823a1d

Aliases

arxiv: 2405.10480 · arxiv_version: 2405.10480v2 · doi: 10.48550/arxiv.2405.10480 · pith_short_12: VPMU5ZPRTOHU · pith_short_16: VPMU5ZPRTOHUQDEM · pith_short_8: VPMU5ZPR

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/VPMU5ZPRTOHUQDEMSBZ6CK2TDD \
  | 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: abd94ee5f19b8f480c8c9073e12b5318d8f0d3db43bcc406411cd2a889823a1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4997766ce7126b180acf595fc8f37fac7e967c8e1eaf9bcd8b875984756b15da",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AR",
    "submitted_at": "2024-05-17T00:52:39Z",
    "title_canon_sha256": "4e54d7d6b1408e67757b30e59aa2905893e8af58b2838104df2ff82e745b285e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.10480",
    "kind": "arxiv",
    "version": 2
  }
}