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Paper Citation Record · LEDGER

Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 7 inbound Pith citation observations for arXiv:2502.13053.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.13053 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 7 of 7 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:41:24.898758Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 0e164dd6-f53d-426b-a259-b6e6da1aaefc · inbound

EVA: Evolving Semantic Adversaries for Red-Teaming GUI Agents Against Environmental Injection Attacks cites this paper.

EVA: Evolving Semantic Adversaries for Red-Teaming GUI Agents Against Environmental Injection Attacks Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T15:41:24.898758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:41:24.898758Z digest=sha256:851b387a066ff920f95f3f29d76417a8f95195f8f0990a8ed0a73a4f6e58cf25

Observation 7d46fe16-bfa6-40f4-9786-69e5f7410cb7 · inbound

Superplatforms Have to Attack AI Agents cites this paper.

Superplatforms Have to Attack AI Agents Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T14:42:36.762901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:42:36.762901Z digest=sha256:881e124dd36982a7cc907848e85449539851cf181d03427ff0e3ec4cca75b6b7

Observation a2fb1e0f-cb67-4648-85c8-8dcfa1c102bc · inbound

A Survey on Autonomy-Induced Security Risks in Large Model-Based Agents cites this paper.

A Survey on Autonomy-Induced Security Risks in Large Model-Based Agents Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 155

Resolution
unresolved
no resolver link, observed 2026-08-06T21:34:45.199460Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:34:45.199460Z digest=sha256:2c81859aa154bf5ef91f303c4df0ded277a368fcd1c955383abee4a2eb022bb8

Observation c4ae52e5-3805-40f3-8b38-26324f79f170 · inbound

LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents cites this paper.

LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:12:02.123393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T04:10:57.882345Z digest=sha256:6b1cf3485ea98a8dbf41a9ff3f71626d229f611204a467f942bf2b540294855d

Observation 55bd122b-e280-4255-9882-6bd02a9630d6 · inbound

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges cites this paper.

Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 161

Resolution
verified exact
arxiv_id, observed 2026-05-18T03:42:22.152882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T03:42:10.703369Z digest=sha256:5dcca88ba9964371a4fd9417da9d3550bc405b5a6f1f82c37ff082b599ec7df1

Observation 176de0c8-7597-40c3-93dc-d9bfa332d658 · inbound

Don't Click That: Teaching Web Agents to Resist Deceptive Interfaces cites this paper.

Don't Click That: Teaching Web Agents to Resist Deceptive Interfaces Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T06:36:24.380084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-12T04:09:54.150360Z digest=sha256:560caa277860a1dd71fbb0ded0932de7aff25398ef12c1b716599d704bd86de7

Observation 274f618d-5031-46d4-a4f1-e89d410b1714 · inbound

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation cites this paper.

Toward Secure LLM Agents: Threat Surfaces, Attacks, Defenses, and Evaluation Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Reference 26

Resolution
verified exact
arxiv_id, observed 2026-06-27T13:20:57.068843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T12:55:22.831264Z digest=sha256:bed23999b6321e7c82ad58776576a7fdb0cca6eb8642068c62ce8d631120fee4