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Paper Citation Record · LEDGER

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents

As of 14 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 4 inbound Pith citation observations for arXiv:2507.00841.

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

pith.paper-citation-record.v1
2507.00841 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:11:18.419497Z

measured 58 of 58 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:32:12.095863Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:58:58.591719Z

Reference resolution

54 of 54 outbound references displayed

  • verified exact1
  • verified fuzzy9
  • unresolved43
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d854ac20-d800-40e9-a9e8-81faae9421b0 · outbound

This paper cites Multimodal foundation models: From specialists to general-purpose assistants,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Multimodal foundation models: From specialists to general-purpose assistants,

Reference 1

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

source=pdf_text observed=2026-08-06T21:11:18.159067Z digest=sha256:87366dee7d47bc0553e773d8a9792a980ea9323f7830db75c1139a302f79dbac

Observation b9371e58-7bbd-4167-bce8-4a6dcc2f79aa · outbound

This paper cites Towards artificial general intelligence via a multimodal foundation model,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Towards artificial general intelligence via a multimodal foundation model,

Reference 2

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

source=pdf_text observed=2026-08-06T21:11:18.164656Z digest=sha256:7a3698ff95ca6704b65842b5bc34f78ae82a1826694e73ec38bea190e40eda04

Observation 79381858-a62e-42ed-90c1-cb7cbae83105 · outbound

This paper cites HEMM: Holistic Evaluation of Multimodal Foundation Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents HEMM: Holistic Evaluation of Multimodal Foundation Models

Reference 3

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source=pdf_text observed=2026-08-06T21:11:18.169318Z digest=sha256:f1247c429f9523cc7f7079edf8daf1dad25f0857c339e63cb42c178e2b889556

Observation a05c567c-8b0c-417a-98aa-4e40f4cfc637 · outbound

This paper cites Multi-agent Architecture Search via Agentic Supernet.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Multi-agent Architecture Search via Agentic Supernet

Reference 4

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source=pdf_text observed=2026-08-06T21:11:18.175027Z digest=sha256:489c75a0e0e3a1f06851ef165a19c481094b8d0827b6874e1411ca591227a54c

Observation c0687ca9-ff5d-4b49-8100-432751a1effa · outbound

This paper cites Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Cut the Crap: An Economical Communication Pipeline for LLM-based Multi-Agent Systems

Reference 5

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source=pdf_text observed=2026-08-06T21:11:18.179806Z digest=sha256:4068fa0d976438c7aea4011f7fdd620728cce9cab43dcf8f1bc95b3da3e27c66

Observation 023d88d1-aa09-41cb-962b-7611c3a18a2c · outbound

This paper cites G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents G-Designer: Architecting Multi-agent Communication Topologies via Graph Neural Networks

Reference 6

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source=pdf_text observed=2026-08-06T21:11:18.184856Z digest=sha256:baf762e433131150c5491c070265ee2a1513a8aeee1dba4dd54e1c451e227fe3

Observation b438ebc6-52ae-409a-a544-a4776270ec1a · outbound

This paper cites A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Reference 7

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source=pdf_text observed=2026-08-06T21:11:18.191017Z digest=sha256:5d6cf95066f1bef140b1bf8d17484a944bb3f64990093cfcf0d944aa3f065ad7

Observation c168babd-f642-4501-9835-b8e7e38567d4 · outbound

This paper cites Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Reference 8

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source=pdf_text observed=2026-08-06T21:11:18.196423Z digest=sha256:ddae2a5fd77c6758f22e5aa446ee5d49a0221698bcb9ad97332c92b617139247

Observation 0c701e6c-f11a-4409-abbd-6a26340c3380 · outbound

This paper cites Mobilegpt: Augmenting llm with human-like app memory for mobile task automation,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Mobilegpt: Augmenting llm with human-like app memory for mobile task automation,

Reference 9

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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.

source=pdf_text observed=2026-08-06T21:11:18.201890Z digest=sha256:f657a3c3b9d8400d5314e7dc47d46e6c60678c007618aee68db6e73fcb1a9a68

Observation 5cc6c708-016c-4949-8c38-c14ae10b85ed · outbound

This paper cites MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices

Reference 10

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source=pdf_text observed=2026-08-06T21:11:18.207157Z digest=sha256:53c1fa41089d6ae0982ffc7937a93fd5453067efd8db18d44012670c16a5e1a3

Observation 406bf775-53f4-4151-8833-e7c7a35018d9 · outbound

This paper cites A survey on evaluation of large language models,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents A survey on evaluation of large language models,

Reference 11

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source=pdf_text observed=2026-08-06T21:11:18.212372Z digest=sha256:a3833406ced52efde5e69d2119eadd9150892f3732a1add4bebab49f48d00abb

Observation fe56039b-5193-4512-87b2-1a86cf2d14bb · outbound

This paper cites A Comprehensive Overview of Large Language Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents A Comprehensive Overview of Large Language Models

Reference 12

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source=pdf_text observed=2026-08-06T21:11:18.217493Z digest=sha256:a8da9c88c478893ba60ae2f16090aa7d7416205548c9c62ed3fbc8ffacb46569

Observation 667e004a-1aaf-4620-82b6-ff1b3d6d6ffe · outbound

This paper cites Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Jailbreak Vision Language Models via Bi-Modal Adversarial Prompt

Reference 13

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source=pdf_text observed=2026-08-06T21:11:18.221976Z digest=sha256:31e93e8395e43a1375b5a7e9064d1ebfd4a03db1f496ae3ee5eb45f26467d911

Observation e1e25b99-e242-43f9-bde2-b85856d93b34 · outbound

This paper cites Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Semantic Mirror Jailbreak: Genetic Algorithm Based Jailbreak Prompts Against Open-source LLMs

Reference 14

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source=pdf_text observed=2026-08-06T21:11:18.227024Z digest=sha256:6fb22c0d5a535557d1195c64a546a8da993ae68271c3f28d0f9f2effd563be21

Observation af2ac908-4dea-4d09-bbf9-0da22722e0bc · outbound

This paper cites CogMorph: Cognitive Morphing Attacks for Text-to-Image Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents CogMorph: Cognitive Morphing Attacks for Text-to-Image Models

Reference 15

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source=pdf_text observed=2026-08-06T21:11:18.231476Z digest=sha256:70ce0c7e08f86dffc986ca36e372d53de0fd5bfa57e0557b31de38c85ef764a9

Observation bbd4317b-861f-4e89-a59c-5a7e837295f4 · outbound

This paper cites SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents SafeMLRM: Demystifying Safety in Multi-modal Large Reasoning Models

Reference 16

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source=pdf_text observed=2026-08-06T21:11:18.236611Z digest=sha256:aa62588fd04e4d41a64bb25ac0408f99619ac13bd9c3ad4f60a833e29bb855f7

Observation c1c3a9ee-8bc7-42cb-b0c3-2da3b1a909c2 · outbound

This paper cites AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents AlphaEdit: Null-Space Constrained Knowledge Editing for Language Models

Reference 17

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source=pdf_text observed=2026-08-06T21:11:18.241641Z digest=sha256:6bf40c19ee10f6432c351d439434f5c4be9e89217f717d82e4f2bd64cb4e6315

Observation 3ab5dd33-7b72-478c-8828-a72b8a526888 · outbound

This paper cites On the Role of Attention Heads in Large Language Model Safety.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents On the Role of Attention Heads in Large Language Model Safety

Reference 18

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source=pdf_text observed=2026-08-06T21:11:18.246898Z digest=sha256:9ffb5e64f72edf2e85e75b17655a20ed06497448233f26190839579e45c554f4

Observation 4ec67418-7368-4711-ae4c-87b048c4808a · outbound

This paper cites Safety in Large Reasoning Models: A Survey.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Safety in Large Reasoning Models: A Survey

Reference 19

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source=pdf_text observed=2026-08-06T21:11:18.251385Z digest=sha256:9e6af37feb86ac00fb942039cdbc4320db03fad36ee9536ee3d298ee6a3a6cd4

Observation dbe74690-1c5c-4bc5-a40f-4d563f20d2b0 · outbound

This paper cites G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems

Reference 20

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source=pdf_text observed=2026-08-06T21:11:18.256492Z digest=sha256:b4dc8feeaed9c01ce3ce562646d65ecf6915cd5efee7da912a7a034f6a315372

Observation c0ef321c-e090-4cdd-9fc2-cb1b5c5587c2 · outbound

This paper cites A Survey on Trustworthy LLM Agents: Threats and Countermeasures.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents A Survey on Trustworthy LLM Agents: Threats and Countermeasures

Reference 21

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source=pdf_text observed=2026-08-06T21:11:18.260987Z digest=sha256:d1a192e2e85b940a74f3b74a3223201a8f3ad73fcf997c6916130589be29fbb6

Observation da2ef240-28d7-4ba6-8ef3-ca316fe88bb3 · outbound

This paper cites Badclip: Dual-embedding guided backdoor attack on multimodal contrastive learning,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Badclip: Dual-embedding guided backdoor attack on multimodal contrastive learning,

Reference 22

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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.

source=pdf_text observed=2026-08-06T21:11:18.265371Z digest=sha256:dba1432e283da42d02cdeac9f81fae4f4c52e5d67a26b295d1e67329e5e4aaa5

Observation 99a98ead-e50d-4f63-97b6-bd16d713a229 · outbound

This paper cites Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Reasoning-Augmented Conversation for Multi-Turn Jailbreak Attacks on Large Language Models

Reference 23

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source=pdf_text observed=2026-08-06T21:11:18.269535Z digest=sha256:b18b424cc2cf0da0126d2204674084122ad864c8be7b2d3313baf9f17452efce

Observation e411e200-a6e7-4bc5-b66c-ba2943ee8641 · outbound

This paper cites Vl-trojan: Multimodal instruc- tion backdoor attacks against autoregressive visual language models,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Vl-trojan: Multimodal instruc- tion backdoor attacks against autoregressive visual language models,

Reference 24

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

source=pdf_text observed=2026-08-06T21:11:18.273892Z digest=sha256:5c9e2b7efe7f6688c3d85a282951c27e58279a0daa386e61c989287477db9326

Observation 17cc5d21-b88f-4424-a663-36f7f9b2cd75 · outbound

This paper cites From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents From Assistants to Adversaries: Exploring the Security Risks of Mobile LLM Agents

Reference 25

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

source=pdf_text observed=2026-08-06T21:11:18.279076Z digest=sha256:c23fd0b7c3b5f454b23f8d8a7685741bf50b02cfaf23970d2f90f05733138342

Observation 0a12891e-6e68-4909-a568-a90b939a7856 · outbound

This paper cites Rico: A mobile app dataset for building data-driven design applications,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Rico: A mobile app dataset for building data-driven design applications,

Reference 26

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

source=pdf_text observed=2026-08-06T21:11:18.284238Z digest=sha256:d088eb38adb768078b26d739cac774ac7eeda442663c25ca26a7f09be5f612a5

Observation 9b08102a-965f-451c-96c4-41e631ce0041 · outbound

This paper cites Theoretical analysis of kl-regularized rlhf with multiple reference models,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Theoretical analysis of kl-regularized rlhf with multiple reference models,

Reference 27

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source=pdf_text observed=2026-08-06T21:11:18.289049Z digest=sha256:ef6e0184f5fce0701bd61a331997c22240f45f69748d557ab5d855c1b2e70326

Observation dd3f55c4-0321-4163-ac4a-258f0b3445aa · outbound

This paper cites RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents RLAIF vs. RLHF: Scaling Reinforcement Learning from Human Feedback with AI Feedback

Reference 28

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source=pdf_text observed=2026-08-06T21:11:18.293844Z digest=sha256:e8d046f5ade367f7d4117424c24b85b0b3c9161452e345ad1c25d952c3443eda

Observation 11213979-cfc9-444d-a231-6100890f1019 · outbound

This paper cites Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Towards Analyzing and Understanding the Limitations of DPO: A Theoretical Perspective

Reference 29

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source=pdf_text observed=2026-08-06T21:11:18.299379Z digest=sha256:7c299fb6236ba377b78c688e66b0e86e8a0e1c52f976c9388c45d2f211b507df

Observation c3ca2522-a8b8-4d8d-a2ef-881fc3393e21 · outbound

This paper cites Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study

Reference 30

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source=pdf_text observed=2026-08-06T21:11:18.304909Z digest=sha256:6163192c86da50a3e8799bebc0fee1c626c58a92a09c09d7862bd47712b74ae2

Observation eb2b51fe-df35-4eb6-9cc2-452c0dc66de3 · outbound

This paper cites GPT-4 Technical Report.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents GPT-4 Technical Report

Reference 31

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source=pdf_text observed=2026-08-06T21:11:18.309572Z digest=sha256:0af79392ec7c2a1d5593565e60bb556d2aac4d6f39b216a271aef91f65cad3c8

Observation 5cc4cec0-cf9e-40ee-94ab-48ec1a5a7663 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents LLaMA: Open and Efficient Foundation Language Models

Reference 32

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source=pdf_text observed=2026-08-06T21:11:18.313818Z digest=sha256:7dfd17567af9498073532edb62b2c71baf5687bb7d04e02e99d4d2012e156128

Observation 26801bb9-22f3-407b-beb8-cd8f0ba2e3dd · outbound

This paper cites Mis- tral: Dynamically managing power, performance, and adaptation cost in cloud infrastructures,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Mis- tral: Dynamically managing power, performance, and adaptation cost in cloud infrastructures,

Reference 33

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raw_fallback, observed 2026-08-06T21:11:19.426899Z

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.

source=pdf_text observed=2026-08-06T21:11:18.318202Z digest=sha256:7680c35c18513ad93fe203df035a91e00f55cc8ff483577f7a5d5f575f2c63f7

Observation e3f0a748-edfc-40a0-b0fe-51019989b903 · outbound

This paper cites Qwen Technical Report.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Qwen Technical Report

Reference 34

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source=pdf_text observed=2026-08-06T21:11:18.322708Z digest=sha256:88eae7eb1ba0c7098cc6083498b59094ea23314c6d0a75e61103c906e725ea46

Observation 7ef7b3c3-c895-48ea-9f19-26bfdb36e38a · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Gemma: Open Models Based on Gemini Research and Technology

Reference 35

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source=pdf_text observed=2026-08-06T21:11:18.327905Z digest=sha256:b4c65863eb292dc422d3afd51003c55715a3ce8f796ae80a9868dadfa7745bd2

Observation 5cc399d5-41ee-49e4-ae77-583c1eef39d3 · outbound

This paper cites an unresolved cited work.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Unresolved cited work

Reference 36

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raw_fallback, observed 2026-08-06T21:11:19.408432Z

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.

source=pdf_text observed=2026-08-06T21:11:18.333330Z digest=sha256:6871cddf0abaae6e81ff87e243ae4edd77d5804e98a38610444f9804747a4c52

Observation 0d2b9b01-3afe-4da7-9ddb-f610378a99c1 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Gemini: A Family of Highly Capable Multimodal Models

Reference 37

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no resolver link, observed 2026-08-06T21:11:18.337724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.337724Z digest=sha256:8648895188eb0c3352ce899b938a82850c61f55aa05b4e63f5785e40790ab827

Observation 579c4326-c330-4b13-9ace-81ca145f159c · outbound

This paper cites DeepSeek-V3 Technical Report.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents DeepSeek-V3 Technical Report

Reference 38

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no resolver link, observed 2026-08-06T21:11:18.342213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.342213Z digest=sha256:9858da9acceb8ba61f40fdddcdba3f9b1500121fa094a05f455007ea211e8260

Observation 6cba9069-851e-4876-93eb-de688730f647 · outbound

This paper cites Appagent: Multimodal agents as smartphone users,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Appagent: Multimodal agents as smartphone users,

Reference 39

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no resolver link, observed 2026-08-06T21:11:18.347233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.347233Z digest=sha256:17963ccc4a1609eda1bbb980b4dd81ac21342893580d4f0205a551ca68de51fa

Observation 26534201-1a96-433b-92bc-483bad5702ae · outbound

This paper cites Autodroid: Llm-powered task automation in android,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Autodroid: Llm-powered task automation in android,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:11:19.380077Z

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.

source=pdf_text observed=2026-08-06T21:11:18.351614Z digest=sha256:7f4f8e57ea4b5681e1962dc4ed4fa71af7b2b9f2dd175cd62aaaf8e46fe66e41

Observation 936a4b81-adda-44eb-b640-f8070c2413cb · outbound

This paper cites DroidBot-GPT: GPT-powered UI Automation for Android.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents DroidBot-GPT: GPT-powered UI Automation for Android

Reference 41

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unresolved
no resolver link, observed 2026-08-06T21:11:18.356480Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.356480Z digest=sha256:fdfe22fe3829ddff8998f5960483d0a9e1d713f4f51e2ebe379ed6d009fa2f73

Observation 48d8b35c-0eb5-48b9-90ac-7d9ddacfdd76 · outbound

This paper cites CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents CoCo-Agent: A Comprehensive Cognitive MLLM Agent for Smartphone GUI Automation

Reference 42

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unresolved
no resolver link, observed 2026-08-06T21:11:18.361907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.361907Z digest=sha256:1e505f38ae76709eaf5b2678af3fb14fa99fbf9839bd6371aa7050edeb47438d

Observation 7d4616db-bd25-4416-9d4e-8a7fec0c8bd7 · outbound

This paper cites LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 43

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unresolved
no resolver link, observed 2026-08-06T21:11:18.366808Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.366808Z digest=sha256:0f0e3376e2f45e7eaa71f545a690e05f331f4d1e836f0c7c76b5a8b8daefe388

Observation 34bcb531-44d5-44b4-b1fa-97e2047b5026 · outbound

This paper cites MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users

Reference 44

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no resolver link, observed 2026-08-06T21:11:18.371502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.371502Z digest=sha256:95867ec5d69c5eefa08339ba53f263aa39250bdb042d8d9521d9fc6964e30467

Observation c3ff140a-fc9a-4c15-8714-ae237dc91a58 · outbound

This paper cites Advancing mobile gui agents: A verifier-driven approach to practical deployment,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Advancing mobile gui agents: A verifier-driven approach to practical deployment,

Reference 45

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no resolver link, observed 2026-08-06T21:11:18.376080Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.376080Z digest=sha256:51b28703df96bd6c3ed9f6a3fb7696f41cbd9f6f0efc238c7ed6686965040192

Observation 8de1ea38-995d-4b38-a9f9-bd77082c4c72 · outbound

This paper cites Adversarial training for multimodal large language models against jailbreak attacks,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Adversarial training for multimodal large language models against jailbreak attacks,

Reference 46

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no resolver link, observed 2026-08-06T21:11:18.380412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.380412Z digest=sha256:1c6eca7a162d11e9bdf6f99c2c2e011cd6ceb02ada41234ecee60cf0c5107766

Observation 0334c2b0-ce0c-4df3-8685-b277757b0305 · outbound

This paper cites T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents T2VShield: Model-Agnostic Jailbreak Defense for Text-to-Video Models

Reference 47

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no resolver link, observed 2026-08-06T21:11:18.384644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.384644Z digest=sha256:28e62aa74c9cb44d7430c80e9fa4e431cc919c146e85fdac82b805c56bf140ad

Observation e62e0738-dd3a-4849-a3c9-4e97dab12016 · outbound

This paper cites Systematic Categorization, Construction and Evaluation of New Attacks against Multi-modal Mobile GUI Agents.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Systematic Categorization, Construction and Evaluation of New Attacks against Multi-modal Mobile GUI Agents

Reference 48

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metadata mismatch
local_arxiv, observed 2026-08-06T21:11:18.508107Z

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.

source=pdf_text observed=2026-08-06T21:11:18.389891Z digest=sha256:4c0a9851dffc39e160e8f2bd01cea77c07009b603693c21cb6c2fa56cd50a92a

Observation 22c84498-ae68-4ee2-8d63-3a2b1ba9c841 · outbound

This paper cites Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Osworld: Benchmarking multimodal agents for open-ended tasks in real computer environments,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T21:11:19.362586Z

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.

source=pdf_text observed=2026-08-06T21:11:18.394933Z digest=sha256:16aa567087db2acf7e01591456409dea9fffed29bcfc19271a9cc8f851b4a1bd

Observation c6f89e65-b4f7-4481-9c26-eca4875be3c4 · outbound

This paper cites Webshop: Towards scalable real-world web interaction with grounded language agents,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Webshop: Towards scalable real-world web interaction with grounded language agents,

Reference 50

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no resolver link, observed 2026-08-06T21:11:18.400008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.400008Z digest=sha256:0f731d27c72b3233326575dc034ad871ad2a119c2ce5b86d1d712599b075effa

Observation d3a27180-635a-4ac6-b828-1becd0260233 · outbound

This paper cites Mobile-Env: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Mobile-Env: Building Qualified Evaluation Benchmarks for LLM-GUI Interaction

Reference 51

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no resolver link, observed 2026-08-06T21:11:18.404873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.404873Z digest=sha256:cc7f0c931631c1e954fa1398a4f272b63e0f60e8bc6c2c300b7ef699b9ac0a87

Observation 006174bb-5f56-4930-8cdd-21ba4d173eb4 · outbound

This paper cites Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents

Reference 52

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no resolver link, observed 2026-08-06T21:11:18.409630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.409630Z digest=sha256:a70e78c09a630808168ff24b3bbdb5b4c6ea6fb98f9e92bb657b070d169b136c

Observation a03d62ba-bf55-498e-a976-a0e5aac5f545 · outbound

This paper cites Spa-bench: A comprehensive benchmark for smartphone agent evaluation,.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents Spa-bench: A comprehensive benchmark for smartphone agent evaluation,

Reference 53

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unresolved
no resolver link, observed 2026-08-06T21:11:18.415107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.415107Z digest=sha256:141ab9709aaaca116983cfb4c36fa1a2bb536f1c7a7e16c315e8f97958d866ba

Observation 7e132520-222a-414d-82c6-cbf8af697334 · outbound

This paper cites WebWalker: Benchmarking LLMs in Web Traversal.

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents WebWalker: Benchmarking LLMs in Web Traversal

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-06T21:11:18.419497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:11:18.419497Z digest=sha256:ae5c57694e20f1594e0a9567071284119aefd7dec3befb3076578f2603c4c0b0

Pith citing papers

Observation 611200dc-a5da-442e-99ec-c4025377d53e · inbound

Memory Enhanced Fractional-Order Dung Beetle Optimization for Photovoltaic Parameter Identification cites this paper.

Memory Enhanced Fractional-Order Dung Beetle Optimization for Photovoltaic Parameter Identification SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents

Reference 29

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unresolved
no resolver link, observed 2026-08-05T22:32:12.095863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:32:12.095863Z digest=sha256:e63d3903e5a65eb6c5455177960257463da6406ae7d72406788188852f10692a

Observation 23c60d0b-e663-4b30-85cf-4e4b48bddf43 · inbound

GuardAD: Safeguarding Autonomous Driving MLLMs via Markovian Safety Logic cites this paper.

GuardAD: Safeguarding Autonomous Driving MLLMs via Markovian Safety Logic SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-05-12T05:21:27.515467Z

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.

source=arxiv_source observed=2026-05-12T05:17:42.003708Z digest=sha256:fea1ec1b3cac91dab330bae54d00e868e4e96e40612eb731556e17356beca446

Observation 4af0f3b1-729e-4ac4-9570-ca4251400d23 · inbound

PhaseWin: An Efficient Search Algorithm for Faithful Visual Attribution cites this paper.

PhaseWin: An Efficient Search Algorithm for Faithful Visual Attribution SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T20:58:58.593211Z

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.

source=pdf_text observed=2026-06-27T00:57:24.855665Z digest=sha256:c82f40f4046280d5422bcb9d6fbe4bce383e427e8e18e2f5b356a62e4e379b36

Observation f74f5399-fa55-4c79-84b4-80fac88627d6 · inbound

It Lied to a Doctor to Buy Poison Ingredients: Quantifying Real-World Misuse of Phone-use Agents cites this paper.

It Lied to a Doctor to Buy Poison Ingredients: Quantifying Real-World Misuse of Phone-use Agents SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-01T18:25:57.684093Z

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.

source=pdf_text observed=2026-06-29T02:04:51.936838Z digest=sha256:00cb99b3b1d58f9401613d6ab23704840c5f7dad51f74c9d47392575eb7081ba