Paper Citation Record · LEDGER

Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2408.02544.

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

pith.paper-citation-record.v1
2408.02544 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:06:49.324905Z

measured 1 of 1 external citation measurements

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

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

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d4b86094-262f-4d43-82ec-97289377ebd9 · inbound

AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation cites this paper.

AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T05:06:49.324905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5793424f-6266-46aa-b571-613b30ead327 · inbound

Digi-Q: Learning Q-Value Functions for Training Device-Control Agents cites this paper.

Digi-Q: Learning Q-Value Functions for Training Device-Control Agents Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T20:57:48.454764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48ddf109-8753-447a-81c1-b357aa17d9d5 · 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 Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:41:21.192684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 603f7876-4bac-4705-bd28-007fd556fde5 · inbound

Superplatforms Have to Attack AI Agents cites this paper.

Superplatforms Have to Attack AI Agents Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:42:37.544967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a43ece5-ba9f-4e6e-b2c3-3510e0504774 · inbound

AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery cites this paper.

AdInject: Real-World Black-Box Attacks on Web Agents via Advertising Delivery Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T13:32:46.652358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e9e7d1-8aaa-4348-ae3b-32b7af5095b0 · inbound

RiOSWorld: Benchmarking the Risk of Multimodal Computer-Use Agents cites this paper.

RiOSWorld: Benchmarking the Risk of Multimodal Computer-Use Agents Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T12:06:24.997627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee8890b0-3b36-492c-8951-bdce4cd1322a · inbound

MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environments cites this paper.

MLA-Trust: Benchmarking Trustworthiness of Multimodal LLM Agents in GUI Environments Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:42:33.498378Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e927330d-dead-4118-a1f3-07d2f5c8d149 · inbound

Atomic-to-Compositional Generalization for Mobile Agents with A New Benchmark and Scheduling System cites this paper.

Atomic-to-Compositional Generalization for Mobile Agents with A New Benchmark and Scheduling System Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T05:04:05.585725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 909901f2-88d7-4faf-95bb-c12875a4b8e7 · 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 Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T21:34:41.494159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 926a1f8f-18e2-45e1-a886-34fbb79375df · inbound

Mobile GUI Agents under Real-world Threats: Are We There Yet? cites this paper.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.732573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 40b6d5fd-8b33-43f7-9445-265691285470 · 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 Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T04:12:02.200352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8c85bdb2-6dc5-4042-8abe-5185dd740d17 · inbound

MIRAGE-Bench: LLM Agent is Hallucinating and Where to Find Them cites this paper.

MIRAGE-Bench: LLM Agent is Hallucinating and Where to Find Them Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T13:06:38.087768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33e54c00-18ed-4414-96d2-28455256121d · inbound

Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming cites this paper.

Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T11:45:41.080721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c97e9207-7fd7-49aa-ac46-d54c0f634774 · inbound

GUIGuard-Bench: Toward a General Evaluation for Privacy-Preserving GUI Agents cites this paper.

GUIGuard-Bench: Toward a General Evaluation for Privacy-Preserving GUI Agents Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-16T11:32:48.224554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e716440b-31ec-49c5-afcc-c887a300618b · inbound

Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization cites this paper.

Turing Test on Screen: A Benchmark for Mobile GUI Agent Humanization Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 30

Resolution: verified exact; arxiv_id, observed 2026-05-15T20:36:35.237444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b8676cfc-6f28-4ccc-92fb-7803703d88aa · inbound

HLL: Can Agents Cross Humanity's Last Line of Verification? cites this paper.

HLL: Can Agents Cross Humanity's Last Line of Verification? Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:56:19.614427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 92656bb2-3fb7-4004-9f97-7bfa0401a037 · inbound

Prismata: Confining Cross-Site Prompt Injection in Web Agents cites this paper.

Prismata: Confining Cross-Site Prompt Injection in Web Agents Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-07-10T12:27:04.129222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.