Pith Number

pith:WV67XUVF

pith:2024:WV67XUVF3MO7C4WPVFX3HWEBDR

not attested not anchored not stored refs pending

Statistical Test for Attention Map in Vision Transformer

Daiki Miwa, Ichiro Takeuchi, Kouichi Taji, Teruyuki Katsuoka, Tomohiro Shiraishi, Vo Nguyen Le Duy

arxiv:2401.08169 v2 · 2024-01-16 · stat.ML · cs.LG

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\usepackage{pith}
\pithnumber{WV67XUVF3MO7C4WPVFX3HWEBDR}

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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

Statistical Inference for Clustering-based Anomaly Detection

Receipt and verification

First computed	2026-07-05T07:35:24.385645Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b57dfbd2a5db1df172cfa96fb3d8811c53d74af01685ab63118f1f11bab20950

Aliases

arxiv: 2401.08169 · arxiv_version: 2401.08169v2 · doi: 10.48550/arxiv.2401.08169 · pith_short_12: WV67XUVF3MO7 · pith_short_16: WV67XUVF3MO7C4WP · pith_short_8: WV67XUVF

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/WV67XUVF3MO7C4WPVFX3HWEBDR \
  | 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: b57dfbd2a5db1df172cfa96fb3d8811c53d74af01685ab63118f1f11bab20950

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d0a365eb696f223eb0a9a0b83f32356ec2d0fa753ebdf20c29747cf9ff5bd93",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-01-16T07:18:47Z",
    "title_canon_sha256": "e551e1ef713a8dba098c2a5cd6b8c4d98fc99af7dfc339f3fc112b025f140c12"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.08169",
    "kind": "arxiv",
    "version": 2
  }
}