Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 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 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-10T12:20:03.672480Z

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 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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.