Pith Number

pith:KKOAK5M4

pith:2025:KKOAK5M4LBW64D6XCTST27TW5X

not attested not anchored not stored refs pending

Mechanistic Understandings of Representation Vulnerabilities and Engineering Robust Vision Transformers

Chashi Mahiul Islam, Mao Nishino, Samuel Jacob Chacko, Xiuwen Liu

arxiv:2502.04679 v1 · 2025-02-07 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KKOAK5M4LBW64D6XCTST27TW5X}

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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

Benign Overfitting in Adversarial Training for Vision Transformers

Receipt and verification

First computed	2026-07-05T10:10:55.149375Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

529c05759c586dee0fd714e53d7e76edfb863e45d9997ac360e51f032ee80c44

Aliases

arxiv: 2502.04679 · arxiv_version: 2502.04679v1 · doi: 10.48550/arxiv.2502.04679 · pith_short_12: KKOAK5M4LBW6 · pith_short_16: KKOAK5M4LBW64D6X · pith_short_8: KKOAK5M4

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/KKOAK5M4LBW64D6XCTST27TW5X \
  | 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: 529c05759c586dee0fd714e53d7e76edfb863e45d9997ac360e51f032ee80c44

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd1363b0f5738ca6600021a6a9de038f8508e9833c835315f75024d4d6d71625",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-07T05:58:16Z",
    "title_canon_sha256": "0254709c20d0d52777fb4aede5b26a4cf64d1025661e1ea44ae0b8f291fd2a7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04679",
    "kind": "arxiv",
    "version": 1
  }
}