Pith Number

pith:XYCS6ZYJ

pith:2025:XYCS6ZYJKZFNGC7RJM4HBMEI5V

not attested not anchored not stored refs pending

Adversarial Attention Perturbations for Large Object Detection Transformers

Fatih Ilhan, Ling Liu, Margaret Loper, Selim Furkan Tekin, Sihao Hu, Tiansheng Huang, Yichang Xu, Zachary Yahn

arxiv:2508.02987 v1 · 2025-08-05 · cs.CV

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\usepackage{pith}
\pithnumber{XYCS6ZYJKZFNGC7RJM4HBMEI5V}

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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

Out-of-the-box: Black-box Causal Attacks on Object Detectors

Receipt and verification

First computed	2026-07-05T11:48:34.223635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be052f6709564ad30bf14b3870b088ed6960de9cdfe83b97d4d57941000ab442

Aliases

arxiv: 2508.02987 · arxiv_version: 2508.02987v1 · doi: 10.48550/arxiv.2508.02987 · pith_short_12: XYCS6ZYJKZFN · pith_short_16: XYCS6ZYJKZFNGC7R · pith_short_8: XYCS6ZYJ

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/XYCS6ZYJKZFNGC7RJM4HBMEI5V \
  | 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: be052f6709564ad30bf14b3870b088ed6960de9cdfe83b97d4d57941000ab442

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1296f7e9568fdf0fe0fbdbd3a791e3a354a207e8a89417acd581c8a22c407ed",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-05T01:31:10Z",
    "title_canon_sha256": "158c6e5a4369229f07ea3717f2b6dde3891fd5cace4ae6d7fe3ad5568967a586"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02987",
    "kind": "arxiv",
    "version": 1
  }
}