Paper Citation Record · LEDGER

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents

As of 16 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2508.19493.

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

pith.paper-citation-record.v1
2508.19493 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:55:12.533885Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T22:03:49.204596Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T17:27:14.968281Z

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy3
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9c56724d-d8b8-49b2-9674-240682078edc · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.367563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35dfaa28-14f6-45eb-b7b6-34466bcc71ef · outbound

This paper cites write newline.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.372900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c47c0a10-bb19-4543-ac1c-a8c01bf78a13 · outbound

This paper cites Honesty is the Best Policy: On the Accuracy of Apple Privacy Labels Compared to Apps' Privacy Policies.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Honesty is the Best Policy: On the Accuracy of Apple Privacy Labels Compared to Apps' Privacy Policies

Reference 3

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:55:13.061756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cce8b634-16b2-48d8-b97e-200d099a51db · outbound

This paper cites Qwen2.5-VL Technical Report.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Qwen2.5-VL Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.387718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f72c03fe-1430-4baa-8b6d-208c9eb713b2 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.255817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ec2a9d67-8f3d-4ba4-9db2-4d6d8223a350 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.242009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 72b4d1f9-4ea1-4b77-9be1-ffd40013faa8 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.228287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c4b7c203-d475-40a6-866f-662e5c35533b · outbound

This paper cites Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Exploring Response Uncertainty in MLLMs: An Empirical Evaluation under Misleading Scenarios

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.405253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf9dd907-56e4-4e76-9067-796971fa1c5f · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.212984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e69473c2-6171-4cf7-94d4-0f439ed6e9a5 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.199414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dc849665-1b65-4c57-9625-b057454e8806 · outbound

This paper cites GPT-4o System Card.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents GPT-4o System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.420061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d6a8006-6904-490c-8ac6-263c094c6501 · outbound

This paper cites Privacy Impact Assessments in the Wild: A Scoping Review.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Privacy Impact Assessments in the Wild: A Scoping Review

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.425409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56b7ff74-47ba-4f68-bcaa-65c9fe997996 · outbound

This paper cites T.; and Zhang, C.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents T.; and Zhang, C

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:55:13.185005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f006b581-25a9-4373-9728-ed3da8d67dfe · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.171606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e6557699-e77e-4f45-9393-14a525c6d148 · outbound

This paper cites S.; Knox, W.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents S.; Knox, W

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.439337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29300d32-ea28-46c1-9728-df78c5632db7 · outbound

This paper cites LLM-PBE: Assessing Data Privacy in Large Language Models.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents LLM-PBE: Assessing Data Privacy in Large Language Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.443442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7aa15268-e55e-436e-b8cd-0b3f5009e048 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.447993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32750947-7792-4f04-a60b-b631417aee1e · outbound

This paper cites Q.; Li, L.; Gao, D.; Yang, Z.; Wu, S.; Bai, Z.; Lei, S.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Q.; Li, L.; Gao, D.; Yang, Z.; Wu, S.; Bai, Z.; Lei, S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:55:13.158278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0a782826-3756-4e86-92be-d270bd8d8c8a · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.456470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83fb2202-332f-4cb5-8608-9f4accfd78f1 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.460659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 832a39f4-700b-48df-9d59-653102462626 · outbound

This paper cites GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.464699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa14c841-b30d-4126-baeb-f6415c028a3a · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.137151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 50adbcf6-6ed8-4d93-b4fc-dad1d843df1a · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.123024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6dda9090-847f-431d-8c9b-09305ad2ba35 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.109879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5a824e0c-8b70-4343-a75a-80a1e18e630f · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.481543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74b94d50-03e1-4d67-b69d-ed49515f3074 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.485992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dadb8a2-9f19-438e-9c7e-528d389f01dc · outbound

This paper cites K.; Choetkiertikul, M.; Ragkhitwetsagul, C.; and Ghose, A.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents K.; Choetkiertikul, M.; Ragkhitwetsagul, C.; and Ghose, A

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:55:13.087916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 61d1b0e6-bf32-44ee-b129-3b6e4976666d · outbound

This paper cites A Survey on (M)LLM-Based GUI Agents.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents A Survey on (M)LLM-Based GUI Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.494385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da28a25-a2e2-4f5f-9ead-d77ef9aa0b83 · outbound

This paper cites Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.498683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbd80435-cd83-4a37-9fc7-c228d1fa0ba4 · outbound

This paper cites Mobile-Agent-V: A Video-Guided Approach for Effortless and Efficient Operational Knowledge Injection in Mobile Automation.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Mobile-Agent-V: A Video-Guided Approach for Effortless and Efficient Operational Knowledge Injection in Mobile Automation

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.502803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05740e82-d8db-4d94-920b-45d0bd5da85f · outbound

This paper cites MobileAgentBench: An Efficient and User-Friendly Benchmark for Mobile LLM Agents.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents MobileAgentBench: An Efficient and User-Friendly Benchmark for Mobile LLM Agents

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.506834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9fd0bf0-6605-4fbb-9531-0c3568e82fe6 · outbound

This paper cites Safe Inputs but Unsafe Output: Benchmarking Cross-modality Safety Alignment of Large Vision-Language Model.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Safe Inputs but Unsafe Output: Benchmarking Cross-modality Safety Alignment of Large Vision-Language Model

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.511058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 255e3310-e073-4493-8cf1-7ca60b229a8e · outbound

This paper cites Foundations and Recent Trends in Multimodal Mobile Agents: A Survey.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Foundations and Recent Trends in Multimodal Mobile Agents: A Survey

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.515217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c643aad5-89b3-41e6-8dd4-874167844ac3 · outbound

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

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.520305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2703cafb-3fe4-447f-b910-c7c798981123 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:55:13.074837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2364e3fb-7d7a-4639-8f76-5dc5fabed199 · outbound

This paper cites an unresolved cited work.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.529998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c708988-57b7-4dec-bb50-6a567bf45d08 · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T16:55:12.533885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b1f2f696-277d-42e1-b8aa-87b1aae70a09 · inbound

Mobile GUI Agent Privacy Personalization with Trajectory Induced Preference Optimization cites this paper.

Mobile GUI Agent Privacy Personalization with Trajectory Induced Preference Optimization Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T09:11:01.243035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2fc39da5-0486-4c3b-b68d-1e10f0dcfcec · inbound

Seeing Without Exposing: Adaptive Privacy Control for Open-World, Context-Hungry MLLMs cites this paper.

Seeing Without Exposing: Adaptive Privacy Control for Open-World, Context-Hungry MLLMs Mind the Third Eye! Benchmarking Privacy Awareness in MLLM-powered Smartphone Agents

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-02T17:27:14.970109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.