Pith Number

pith:HVWO3IN7

pith:2024:HVWO3IN7KJTHOEX7QAYA4KDY7V

not attested not anchored not stored refs pending

Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models

Linghao Jin, Xiaofeng Liu, Xuezhe Ma, Xu Han

arxiv:2407.02716 v2 · 2024-07-02 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{HVWO3IN7KJTHOEX7QAYA4KDY7V}

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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

VSF-Med:A Vulnerability Scoring Framework for Medical Vision-Language Models

Receipt and verification

First computed	2026-07-05T09:58:22.196370Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d6ceda1bf52667712ff80300e2878fd6be31c29086f33ac02e3f643a9f780d9

Aliases

arxiv: 2407.02716 · arxiv_version: 2407.02716v2 · doi: 10.48550/arxiv.2407.02716 · pith_short_12: HVWO3IN7KJTH · pith_short_16: HVWO3IN7KJTHOEX7 · pith_short_8: HVWO3IN7

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/HVWO3IN7KJTHOEX7QAYA4KDY7V \
  | 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: 3d6ceda1bf52667712ff80300e2878fd6be31c29086f33ac02e3f643a9f780d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f338931b06d390de865453f9c641c0f469dd503ab5ee2ac725029ac988c0921c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-02T23:48:43Z",
    "title_canon_sha256": "a7272f5bed7dc00a7faeb9c9ec6c64b53171bb93eccf3f500557407312a8cd61"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02716",
    "kind": "arxiv",
    "version": 2
  }
}