Pith Number

pith:VZ6JG4S2

pith:2025:VZ6JG4S25JIX7QIOTPJBRGFV4L

not attested not anchored not stored refs pending

Exploiting Layer Normalization Fine-tuning in Visual Transformer Foundation Models for Classification

Anh Nguyen, Chen Jiang, Kai Yao, Kaizhu Huang, Qiufeng Wang, Tan Pan, Weimiao Yu, Xin Guo, Xi Yang, Yuan Cheng, Zhaorui Tan

arxiv:2508.07577 v1 · 2025-08-11 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{VZ6JG4S25JIX7QIOTPJBRGFV4L}

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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

PatchGen: Learning Soft Intra-Image Predictive Subsets for Visual Generalization

Receipt and verification

First computed	2026-07-05T11:51:48.606101Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae7c93725aea517fc10e9bd21898b5e2d2c24b7a50b1e03f6a71aae16c31492a

Aliases

arxiv: 2508.07577 · arxiv_version: 2508.07577v1 · doi: 10.48550/arxiv.2508.07577 · pith_short_12: VZ6JG4S25JIX · pith_short_16: VZ6JG4S25JIX7QIO · pith_short_8: VZ6JG4S2

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/VZ6JG4S25JIX7QIOTPJBRGFV4L \
  | 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: ae7c93725aea517fc10e9bd21898b5e2d2c24b7a50b1e03f6a71aae16c31492a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "245bb8e2c9650ad6a2f4aeeefc32a78c87d8e97eeeabfdfa0e9e4fb4dbbb3f79",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-08-11T03:18:47Z",
    "title_canon_sha256": "7077afa5b28c23a93153d28daa78bff7c5b715d2fa01891466158c01fd682bf8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07577",
    "kind": "arxiv",
    "version": 1
  }
}