Pith Number

pith:INPRQBWW

pith:2025:INPRQBWWSSL7TT24WE3J3VOMFM

not attested not anchored not stored refs pending

Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Juncheng Li, Keting Yin, Shengyu Zhang, Xavier Hu, Yurun Chen

arxiv:2502.13053 v3 · 2025-02-18 · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{INPRQBWWSSL7TT24WE3J3VOMFM}

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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

4 papers in Pith

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation

LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges

Don't Click That: Teaching Web Agents to Resist Deceptive Interfaces

Receipt and verification

First computed	2026-07-05T11:49:07.122934Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

435f1806d69497f9cf5cb1369dd5cc2b0177ad2b545e0b78dc7f7c0fbde688a1

Aliases

arxiv: 2502.13053 · arxiv_version: 2502.13053v3 · doi: 10.48550/arxiv.2502.13053 · pith_short_12: INPRQBWWSSL7 · pith_short_16: INPRQBWWSSL7TT24 · pith_short_8: INPRQBWW

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/INPRQBWWSSL7TT24WE3J3VOMFM \
  | 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: 435f1806d69497f9cf5cb1369dd5cc2b0177ad2b545e0b78dc7f7c0fbde688a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df80336ede3f24b937207eefc71fb51f6dc7612f2f365ead900ea06afce5717f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-18T17:01:28Z",
    "title_canon_sha256": "85cb4d68d1bf3858bd87a3d1dfc3e0291d37676d6ccb931ffc49e37f8a300da5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13053",
    "kind": "arxiv",
    "version": 3
  }
}