Pith Number

pith:GJSDYKC3

pith:2025:GJSDYKC365RUHSOBFQBSXXOIQF

not attested not anchored not stored refs pending

Double Visual Defense: Adversarial Pre-training and Instruction Tuning for Improving Vision-Language Model Robustness

Bhavya Kailkhura, Brian Bartoldson, Cihang Xie, Zeyu Wang

arxiv:2501.09446 v2 · 2025-01-16 · cs.CV

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\usepackage{pith}
\pithnumber{GJSDYKC365RUHSOBFQBSXXOIQF}

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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

2 papers in Pith

Beyond False Stability: High-Noise Drift Gating for Test-Time Adversarial Defenses in Vision-Language Models

Investigating Adversarial Robustness of Multi-modal Large Language Models

Receipt and verification

First computed	2026-07-05T10:45:38.899181Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32643c285bf76343c9c12c032bddc88170b08013cd9354e9a6136840cefb4fea

Aliases

arxiv: 2501.09446 · arxiv_version: 2501.09446v2 · doi: 10.48550/arxiv.2501.09446 · pith_short_12: GJSDYKC365RU · pith_short_16: GJSDYKC365RUHSOB · pith_short_8: GJSDYKC3

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/GJSDYKC365RUHSOBFQBSXXOIQF \
  | 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: 32643c285bf76343c9c12c032bddc88170b08013cd9354e9a6136840cefb4fea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cea70636da2f5080e3e9f6be231c60c6ce82a77a6e2f5fb4d2e2596415f56f4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-16T10:20:48Z",
    "title_canon_sha256": "b8ddd1568ed45ca6802dd9e3ea02424fbbb217594b6e593bec4003d0de1bfa59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09446",
    "kind": "arxiv",
    "version": 2
  }
}