Pith Number

pith:D33YRU2S

pith:2025:D33YRU2SRMGA7W4AJ4TVXOR523

not attested not anchored not stored refs pending

SAFER: Sharpness Aware layer-selective Finetuning for Enhanced Robustness in vision transformers

Bhavna Gopal, Huanrui Yang, Mark Horton, Yiran Chen

arxiv:2501.01529 v1 · 2025-01-02 · cs.CV

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\usepackage{pith}
\pithnumber{D33YRU2SRMGA7W4AJ4TVXOR523}

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Record completeness

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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	2026-07-05T09:56:26.283718Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ef788d3528b0c0fdb804f275bba3dd6cfe926558c782c9a085612510e1a98fa

Aliases

arxiv: 2501.01529 · arxiv_version: 2501.01529v1 · doi: 10.48550/arxiv.2501.01529 · pith_short_12: D33YRU2SRMGA · pith_short_16: D33YRU2SRMGA7W4A · pith_short_8: D33YRU2S

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/D33YRU2SRMGA7W4AJ4TVXOR523 \
  | 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: 1ef788d3528b0c0fdb804f275bba3dd6cfe926558c782c9a085612510e1a98fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f503ac463353e71014b6b46fd3372f0f3856be5a81e843f061f17e308a98a11c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-02T20:37:14Z",
    "title_canon_sha256": "2738875fa1eaeb4b682bbd24720591355b07d87d7930d96c36bc64420670fe61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01529",
    "kind": "arxiv",
    "version": 1
  }
}