Paper Citation Record · LEDGER

Mobile GUI Agents under Real-world Threats: Are We There Yet?

As of 6 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2507.04227.

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

pith.paper-citation-record.v1
2507.04227 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T12:14:00.310700Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-06-29T12:23:24.613039Z

Reference resolution

39 of 39 outbound references displayed

verified exact29
verified fuzzy0
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2ad55a0e-d0e3-4c5c-8919-27d4919bbdfa · outbound

This paper cites Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.918887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1bbb703-67cd-4ead-85d5-315506eebfcf · outbound

This paper cites "Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice.

Mobile GUI Agents under Real-world Threats: Are We There Yet? "Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.962662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 77e777cd-1fe8-43a4-80e2-1cbeef6d7e7c · outbound

This paper cites Audio Adversarial Examples: Targeted Attacks on Speech-to-Text.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Audio Adversarial Examples: Targeted Attacks on Speech-to-Text

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.867559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5662b0ca-672c-4107-9c0a-348044542d64 · outbound

This paper cites SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.860798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1b5eef3c-58df-4d24-a75b-b11984ffdc30 · outbound

This paper cites Mind2Web: Towards a Generalist Agent for the Web.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Mind2Web: Towards a Generalist Agent for the Web

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.857170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1390c1b9-1c5f-4943-b9d3-403d1d1f82c7 · outbound

This paper cites Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.940523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1822cfda-3a9a-461a-9c46-88c53d1003f3 · outbound

This paper cites WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models.

Mobile GUI Agents under Real-world Threats: Are We There Yet? WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.976723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 500ea2d7-0380-4833-8837-d97ded882cd3 · outbound

This paper cites CogAgent: A Visual Language Model for GUI Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? CogAgent: A Visual Language Model for GUI Agents

Reference 8

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.944025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eeb4f04c-9bcf-4e20-9f20-3c50f12c2109 · outbound

This paper cites MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels.

Mobile GUI Agents under Real-world Threats: Are We There Yet? MOTIF: A Large Malware Reference Dataset with Ground Truth Family Labels

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.953651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e59d3ab4-6095-45c8-a1f1-7a9a014c6c52 · outbound

This paper cites AutoWebGLM: A Large Language Model-based Web Navigating Agent.

Mobile GUI Agents under Real-world Threats: Are We There Yet? AutoWebGLM: A Large Language Model-based Web Navigating Agent

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.956683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1111e871-dced-470e-9fc1-3a5529817b84 · outbound

This paper cites Bradley Knox, and Kimin Lee.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Bradley Knox, and Kimin Lee

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.889325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4e363e06-4817-4637-a6a3-e43f3ea4960d · outbound

This paper cites Explore, Select, Derive, and Recall: Augmenting LLM with Human-like Memory for Mobile Task Automation.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Explore, Select, Derive, and Recall: Augmenting LLM with Human-like Memory for Mobile Task Automation

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.925287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7f043d83-8c1f-4acf-b4aa-280933b331c4 · outbound

This paper cites an unresolved cited work.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-05-19T07:02:59.816716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 53d4591f-ff42-4a82-a648-42d8e011e222 · outbound

This paper cites Mapping Natural Language Instructions to Mobile UI Action Sequences.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Mapping Natural Language Instructions to Mobile UI Action Sequences

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.937581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

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

This paper cites Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions.

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 2026-08-06T06:34:29.942622+00:00.

Observation 13543945-354e-4e23-b978-2c7e18ef0b27 · outbound

This paper cites Large Language Models: A Survey.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Large Language Models: A Survey

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.947343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f3147626-3fd9-4859-b11e-8ca806cb98b4 · outbound

This paper cites Gui agents: A survey.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Gui agents: A survey

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T07:02:07.922053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 85674a40-0784-4f30-9d6b-de6dbef2b52d · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T07:02:07.896652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fcc87f0d-a181-4f37-b7b0-e88fba46a313 · outbound

This paper cites AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.723804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8e42d703-883a-4827-9478-c2c088631100 · outbound

This paper cites Android in the Wild: A Large-Scale Dataset for Android Device Control.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Android in the Wild: A Large-Scale Dataset for Android Device Control

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.864228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e8fba37c-39a3-4283-9f9b-fbe2434e85fe · outbound

This paper cites "Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models.

Mobile GUI Agents under Real-world Threats: Are We There Yet? "Do Anything Now": Characterizing and Evaluating In-The-Wild Jailbreak Prompts on Large Language Models

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.931586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation fcc30497-ddcf-4028-adb4-6aef5dd1d23a · outbound

This paper cites an unresolved cited work.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-05-19T07:02:59.821901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 91f89c6d-c8ee-4c7f-93e9-ecec45c4da74 · outbound

This paper cites UGIF: UI Grounded Instruction Following.

Mobile GUI Agents under Real-world Threats: Are We There Yet? UGIF: UI Grounded Instruction Following

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.959834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e5514ad5-dc6d-4426-8fd4-77dc663b5dce · outbound

This paper cites A Survey on Large Language Model based Autonomous Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? A Survey on Large Language Model based Autonomous Agents

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T07:02:07.716576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation edd66b94-0f2b-446d-aa94-ede618b787fe · outbound

This paper cites an unresolved cited work.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-05-19T07:02:59.818490Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1650ccd9-9086-40da-a4d0-29568cec049e · outbound

This paper cites AutoDroid: LLM-powered Task Automation in Android.

Mobile GUI Agents under Real-world Threats: Are We There Yet? AutoDroid: LLM-powered Task Automation in Android

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T07:02:07.915885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 51f94827-7b09-425d-aaff-6cc427cd97fb · outbound

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

Mobile GUI Agents under Real-world Threats: Are We There Yet? AutoDroid-V2: Boosting SLM-based GUI Agents via Code Generation

Reference 27

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.928289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 566efa2c-d778-4f1f-acee-fc8d8a02d244 · outbound

This paper cites Dissecting Adversarial Robustness of Multimodal LM Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Dissecting Adversarial Robustness of Multimodal LM Agents

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.950558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e28157e9-4b8b-4ab7-b0ce-718c07fa406c · outbound

This paper cites OS-ATLAS: A Foundation Action Model for Generalist GUI Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.870634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 8e6d32f4-84b5-4918-9c8b-ff426bee373e · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Mobile GUI Agents under Real-world Threats: Are We There Yet? The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-05-19T07:02:07.965457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 5c9912ca-aa41-499a-8ba8-119e2d0a5138 · outbound

This paper cites Understanding the Weakness of Large Language Model Agents within a Complex Android Environment.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Understanding the Weakness of Large Language Model Agents within a Complex Android Environment

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.893428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation edb5e66b-55fd-4313-b530-04c568e6292a · outbound

This paper cites AdvAgent: Controllable Blackbox Red-teaming on Web Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? AdvAgent: Controllable Blackbox Red-teaming on Web Agents

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.912856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c8dbb195-360a-465d-b6d2-eff844e266f2 · outbound

This paper cites Aria-UI: Visual Grounding for GUI Instructions.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Aria-UI: Visual Grounding for GUI Instructions

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.934840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation ff4d8d66-ad65-4f5b-af4d-afbdd0c8c57c · outbound

This paper cites Vision-Language Models for Vision Tasks: A Survey.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Vision-Language Models for Vision Tasks: A Survey

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.906593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 16678d5c-d80f-4e86-8c4e-24800839c19c · outbound

This paper cites Attacking Vision-Language Computer Agents via Pop-ups.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Attacking Vision-Language Computer Agents via Pop-ups

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:02:07.903154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 1447f027-64df-424e-990b-3b5952f26de1 · outbound

This paper cites an unresolved cited work.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Unresolved cited work

Reference 37

Resolution: verified exact; doi, observed 2026-05-19T07:02:07.727245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 849eb2f8-ed15-4b9a-b6a9-8d2bea9f5b58 · outbound

This paper cites an unresolved cited work.

Mobile GUI Agents under Real-world Threats: Are We There Yet? Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-05-19T07:02:59.820284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 569415d1-c101-45d9-a95d-333860d89431 · outbound

This paper cites GPT-4V(ision) is a Generalist Web Agent, if Grounded.

Mobile GUI Agents under Real-world Threats: Are We There Yet? GPT-4V(ision) is a Generalist Web Agent, if Grounded

Reference 41

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T07:02:07.899877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e74dc4ed-3b2e-429a-afd3-851b170c68eb · outbound

This paper cites WebArena: A Realistic Web Environment for Building Autonomous Agents.

Mobile GUI Agents under Real-world Threats: Are We There Yet? WebArena: A Realistic Web Environment for Building Autonomous Agents

Reference 42

Resolution: metadata mismatch; local_arxiv, observed 2026-05-19T07:02:07.909460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

Observation 9b74324b-5b14-4bff-bf23-eceaab959a6d · inbound

MIRAGE: Context-Aware Prompt Injection against Mobile GUI Agents via User-Generated Content cites this paper.

MIRAGE: Context-Aware Prompt Injection against Mobile GUI Agents via User-Generated Content Mobile GUI Agents under Real-world Threats: Are We There Yet?

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-06-29T12:23:24.614626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.