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Pith Number

pith:TZZ6QYOS

pith:2021:TZZ6QYOSUNHB2G6G75EOSFMEAD
not attested not anchored not stored refs pending

Attention Mechanisms in Computer Vision: A Survey

Jiang-Jiang Liu, Meng-Hao Guo, Ming-Ming Cheng, Peng-Tao Jiang, Ralph R. Martin, Shi-Min Hu, Song-Hai Zhang, Tai-Jiang Mu, Tian-Xing Xu, Zheng-Ning Liu

arxiv:2111.07624 v1 · 2021-11-15 · cs.CV

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\usepackage{pith}
\pithnumber{TZZ6QYOSUNHB2G6G75EOSFMEAD}

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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.
Receipt and verification
First computed 2026-07-05T04:37:29.424640Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9e73e861d2a34e1d1bc6ff48e9158400fa0d39ca5bb5558cab0f5815735164c1

Aliases

arxiv: 2111.07624 · arxiv_version: 2111.07624v1 · doi: 10.48550/arxiv.2111.07624 · pith_short_12: TZZ6QYOSUNHB · pith_short_16: TZZ6QYOSUNHB2G6G · pith_short_8: TZZ6QYOS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TZZ6QYOSUNHB2G6G75EOSFMEAD \
  | 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: 9e73e861d2a34e1d1bc6ff48e9158400fa0d39ca5bb5558cab0f5815735164c1
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b04446a892f9911a5dc5aea8a504cefbe616d56da657bbacc38c8dae2102ed72",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-11-15T09:18:40Z",
    "title_canon_sha256": "730435a2a9fb78b4e12ecac92a8b3ed29366e1ff8d0c1670fadb9c85b3fcc952"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.07624",
    "kind": "arxiv",
    "version": 1
  }
}