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Pith Number

pith:S5C6HGE5

pith:2025:S5C6HGE5QORC2U5HMJWKR6LR5G
not attested not anchored not stored refs pending

Attentions Under the Microscope: A Comparative Study of Resource Utilization for Variants of Self-Attention

Anantha Padmanaban Krishna Kumar, Hemant Krishnakumar, Reza Rawassizadeh, Zhengyu Tian

arxiv:2507.07247 v1 · 2025-07-09 · cs.LG · cs.AI · cs.NE

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\usepackage{pith}
\pithnumber{S5C6HGE5QORC2U5HMJWKR6LR5G}

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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 2026-07-05T11:34:34.178073Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9745e3989d83a22d53a7626ca8f971e99853dc9eb2bf10f8284419d7f81e317d

Aliases

arxiv: 2507.07247 · arxiv_version: 2507.07247v1 · doi: 10.48550/arxiv.2507.07247 · pith_short_12: S5C6HGE5QORC · pith_short_16: S5C6HGE5QORC2U5H · pith_short_8: S5C6HGE5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/S5C6HGE5QORC2U5HMJWKR6LR5G \
  | 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: 9745e3989d83a22d53a7626ca8f971e99853dc9eb2bf10f8284419d7f81e317d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "17d141f35e8d1f77a8cbef8b43ecc3d0841d4411a641f6a3469499e088906bda",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-09T19:37:23Z",
    "title_canon_sha256": "86bfb20b24b58cf3d1ea7c828bd60c4e9c5343f3754056029e5a18ae3c5b98ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.07247",
    "kind": "arxiv",
    "version": 1
  }
}