Pith Number

pith:QDSRAB57

pith:2025:QDSRAB57KZF23XOELSC4THVIKB

not attested not anchored not stored refs pending

Survey of Adversarial Robustness in Multimodal Large Language Models

Chengze Jiang, Jie Gui, Minjing Dong, Zhuangzhuang Wang

arxiv:2503.13962 v1 · 2025-03-18 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QDSRAB57KZF23XOELSC4THVIKB}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

5 papers in Pith

MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs

Flattery in Motion: Benchmarking and Analyzing Sycophancy in Video-LLMs

StableToken: A Noise-Robust Semantic Speech Tokenizer for Resilient SpeechLLMs

Universal Adversarial Attacks against Closed-Source MLLMs via Target-View Routed Meta Optimization

RemoteShield: Enable Robust Multimodal Large Language Models for Earth Observation

Receipt and verification

First computed	2026-07-05T10:33:22.560609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80e51007bf564badddc45c85c99ea8507966a0b3e3104184d9f50deee518b146

Aliases

arxiv: 2503.13962 · arxiv_version: 2503.13962v1 · doi: 10.48550/arxiv.2503.13962 · pith_short_12: QDSRAB57KZF2 · pith_short_16: QDSRAB57KZF23XOE · pith_short_8: QDSRAB57

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/QDSRAB57KZF23XOELSC4THVIKB \
  | 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: 80e51007bf564badddc45c85c99ea8507966a0b3e3104184d9f50deee518b146

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd328537778521ee8ff4010bab45016f107444df3763fd2e67c05ea200caae20",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-18T06:54:59Z",
    "title_canon_sha256": "80f68415a73d9b23cca2c4188cdda6151109ace10b03117a323b733937cbc610"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.13962",
    "kind": "arxiv",
    "version": 1
  }
}