Paper Citation Record · LEDGER

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

As of 18 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 14 inbound Pith citation observations for arXiv:2504.13805.

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

pith.paper-citation-record.v1
2504.13805 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:03:33.117015Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 14 of 14 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:05:09.398123Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:39:42.589493Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy0
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9d53e6a4-cebb-442c-a076-9f69f7fe6245 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:34.216099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f5880c0b-3cbe-4d15-81c6-407bb8c004eb · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:34.163542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f54cd56-f3ea-4140-9bc2-83fa449f3c5f · outbound

This paper cites UIBert: Learning Generic Multimodal Representations for UI Understanding.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark UIBert: Learning Generic Multimodal Representations for UI Understanding

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.727244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acec86e3-5362-4fa3-9bba-1bf2659c3e13 · outbound

This paper cites Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.732602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62fbcfa-73d7-417e-884a-db836f83393e · outbound

This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.737398Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c213133d-22a1-4aa4-a7bf-ed30350dc379 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.809047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3489d8b6-b110-498b-ad37-63e8be27acf6 · outbound

This paper cites GUICourse: From General Vision Language Models to Versatile GUI Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark GUICourse: From General Vision Language Models to Versatile GUI Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.844013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e40c40c7-8b74-4171-afd6-7e933d0fc64f · outbound

This paper cites Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.848443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32550c32-b394-45a6-92fb-bccb00f9a7c0 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.852847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47fe1cb9-f0b1-4bdc-84b4-074283508f54 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:34.055861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e4cc2bfd-9e37-4a82-9679-022d9ee086ab · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.968721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 107df46c-0e9e-4f6a-95e5-e7c0a7c84af1 · outbound

This paper cites GPT-4o System Card.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark GPT-4o System Card

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.974349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eeb572b3-5197-4526-9398-efe0dadf2585 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:34.031415Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 607b1f99-d41a-474d-b7e6-98c3fc6a821e · outbound

This paper cites On the Effects of Data Scale on UI Control Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark On the Effects of Data Scale on UI Control Agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:31.985122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8070daab-ab60-419d-adda-25a163aafd5e · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Mapping Natural Language Instructions to Mobile UI Action Sequences

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.040971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2311856d-2514-42ac-87a7-3d399d889f4b · outbound

This paper cites ShowUI: One Vision-Language-Action Model for GUI Visual Agent.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark ShowUI: One Vision-Language-Action Model for GUI Visual Agent

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.149993Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78745158-7f62-4bd0-a720-4059be5c45d6 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:33.840799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 00bfd807-d9ca-40ad-a386-d4d83fc19f16 · outbound

This paper cites Seeing is Believing: Vision-driven Non-crash Functional Bug Detection for Mobile Apps.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Seeing is Believing: Vision-driven Non-crash Functional Bug Detection for Mobile Apps

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.159604Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65c446a3-1e3c-412c-bf1d-651c5c165df6 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.165084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b95e483-01b3-46ff-af56-a495f2ed231f · outbound

This paper cites OmniParser for Pure Vision Based GUI Agent.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark OmniParser for Pure Vision Based GUI Agent

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.169242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d167a68-c7bb-4cb4-a3a1-613e17da197d · outbound

This paper cites TinyClick: Single-Turn Agent for Empowering GUI Automation.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark TinyClick: Single-Turn Agent for Empowering GUI Automation

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.174726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ea37e3-607b-4bc0-a530-d545c434a21e · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.179545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e64a239b-041e-44cf-a98f-9f76f297aa9e · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.183539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8b4f052-4df7-4afd-baa3-3f4e8ee9861b · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.226296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4115e3a4-7cc5-4992-9800-7504734d7d15 · outbound

This paper cites VisionTasker: Mobile Task Automation Using Vision Based UI Understanding and LLM Task Planning.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark VisionTasker: Mobile Task Automation Using Vision Based UI Understanding and LLM Task Planning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.336793Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 976d9949-7518-4db5-beeb-f4b90250789a · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.374987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec4c33ff-3922-49c0-bf7d-ca386e0bd399 · outbound

This paper cites UGIF: UI Grounded Instruction Following.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark UGIF: UI Grounded Instruction Following

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.379117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1714e1d0-0ebe-486d-b41a-dd195adf7fa1 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.383275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f77994a1-5bb5-417f-8b0a-f1ffdacab417 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.388120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24ba407d-6230-441c-8dbc-66b401df3095 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark MobileAgentBench: An Efficient and User-Friendly Benchmark for Mobile LLM Agents

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.392469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0adb1089-1769-42f3-bdc5-13ee48252c94 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.492019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01bef167-4744-4eab-a075-7a829813e674 · outbound

This paper cites GUI Agents with Foundation Models: A Comprehensive Survey.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark GUI Agents with Foundation Models: A Comprehensive Survey

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.608803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2756fff-99f3-4794-9d96-9b367646954e · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.614146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6baef94-60ef-4d7b-ac54-d8b7c41fd878 · outbound

This paper cites Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.619459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb500ff5-3d83-4f01-99e2-116328b482da · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.625373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62d0a3e0-0d03-4a52-8310-6eff3c677e4e · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.629258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b4b6b57-e9f1-47f9-b645-4bbaf2c89ed3 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark DroidBot-GPT: GPT-powered UI Automation for Android

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.633437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cac897a-0818-4830-a07b-c6b4418ab479 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Foundations and Recent Trends in Multimodal Mobile Agents: A Survey

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.693403Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0651ff3f-656f-4d4f-85bf-55e9167f40c7 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark OS-ATLAS: A Foundation Action Model for Generalist GUI Agents

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.805101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4aa8e6a-5136-42bd-ae83-ae6d987ff6fc · outbound

This paper cites AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark AndroidLab: Training and Systematic Benchmarking of Android Autonomous Agents

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.879039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd10d7f2-d2f9-4620-950b-ce332e22ee59 · outbound

This paper cites Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.883068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a99d0d50-3a87-44d5-892d-9124dd6c261f · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.887091Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8429b50f-42c9-4c8f-9db0-c75239767f9c · outbound

This paper cites Large Language Model-Brained GUI Agents: A Survey.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Large Language Model-Brained GUI Agents: A Survey

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.890912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4ae2d3e-ee5b-40fc-ae34-3a23d2ded1b8 · outbound

This paper cites AppAgent: Multimodal Agents as Smartphone Users.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark AppAgent: Multimodal Agents as Smartphone Users

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.894913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f62630a-b7b9-453d-b92e-ff145e95ddb7 · outbound

This paper cites Android in the Zoo: Chain-of-Action-Thought for GUI Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Android in the Zoo: Chain-of-Action-Thought for GUI Agents

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.900641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6ae344d-0e1f-4a09-92b1-808823b10630 · outbound

This paper cites an unresolved cited work.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-16T12:03:33.742913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 08f98fcb-3b23-4324-87f5-82a9879d807c · outbound

This paper cites LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark LlamaTouch: A Faithful and Scalable Testbed for Mobile UI Task Automation

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.994913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2764dcda-a18a-4649-9ae2-9c61a9e45fa9 · outbound

This paper cites You Only Look at Screens: Multimodal Chain-of-Action Agents.

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark You Only Look at Screens: Multimodal Chain-of-Action Agents

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:33.117015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6562a12-04f4-44fc-8b39-264a7a9b2ac8 · outbound

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

LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark MobileExperts: A Dynamic Tool-Enabled Agent Team in Mobile Devices

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T12:03:32.909060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 05d2c9f8-2101-421d-9140-b7ed72889ed8 · inbound

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

MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-09T10:29:38.425385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

SafeMobile: Chain-level Jailbreak Detection and Automated Evaluation for Multimodal Mobile Agents cites this paper.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92d33c4c-fc15-4172-bd13-c291ede992fc · inbound

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking cites this paper.

CogDDN: A Cognitive Demand-Driven Navigation with Decision Optimization and Dual-Process Thinking LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T17:18:26.686384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01c2645a-9358-4502-9612-06059f6fdbd3 · inbound

OS-MAP: How Far Can Computer-Using Agents Go in Breadth and Depth? cites this paper.

OS-MAP: How Far Can Computer-Using Agents Go in Breadth and Depth? LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-15T18:05:09.398123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16c9adcf-5fba-448a-990e-c35278f048d0 · inbound

MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents cites this paper.

MAS-Bench: A Unified Benchmark for Shortcut-Augmented Hybrid Mobile GUI Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 22

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:42:48.194416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 861aa6bc-aa60-4c00-8f50-3bf4af651be8 · inbound

Skill-SD: Skill-Conditioned Self-Distillation for Multi-turn LLM Agents cites this paper.

Skill-SD: Skill-Conditioned Self-Distillation for Multi-turn LLM Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:31:01.066712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d72f3769-d676-408b-8e40-3902e46c46f3 · inbound

RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management cites this paper.

RiskWebWorld: A Realistic Interactive Benchmark for GUI Agents in E-commerce Risk Management LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-10T13:45:28.636824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5adc19c5-d9e9-455e-8c4a-d3feb0d4d992 · inbound

OS-SPEAR: A Toolkit for the Safety, Performance,Efficiency, and Robustness Analysis of OS Agents cites this paper.

OS-SPEAR: A Toolkit for the Safety, Performance,Efficiency, and Robustness Analysis of OS Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 70

Resolution: verified exact; arxiv_id, observed 2026-05-11T21:56:11.795373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f4834ad8-0db4-466f-bd60-34702f34ba46 · inbound

SE-GA: Memory-Augmented Self-Evolution for GUI Agents cites this paper.

SE-GA: Memory-Augmented Self-Evolution for GUI Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T20:42:46.430427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6eca2556-705a-48c5-8854-86ed62f5af93 · inbound

Automating SKILL.md Generation for Computer-Using Agents via Interaction Trajectory Mining cites this paper.

Automating SKILL.md Generation for Computer-Using Agents via Interaction Trajectory Mining LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-04T04:19:34.974837Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5ec46c04-2b75-4529-8bb2-f05eabf1cc32 · inbound

How Should Agents Read Demonstrations? Hierarchical Structure Beats Flat Action Logs cites this paper.

How Should Agents Read Demonstrations? Hierarchical Structure Beats Flat Action Logs LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T04:39:35.054292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 4df9e2da-7e71-4890-9341-4cff5312f97e · inbound

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents cites this paper.

MetaPS: Adaptive Programmatic Strategy Selection for Market Agents LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 134

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T08:39:42.591354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bbcf28b3-5c3a-4cb4-869f-6521f2287eb6 · inbound

Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction cites this paper.

Bridging VideoQA and Video-Guided Agentic Tasks via Generalized Keyframe Extraction LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T07:54:22.393992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9aa4a842-14da-4b5b-a40b-2efc6e273a4b · inbound

Software Engineering for and with GUI Agent cites this paper.

Software Engineering for and with GUI Agent LearnAct: Few-Shot Mobile GUI Agent with a Unified Demonstration Benchmark

Reference 126

Resolution: unresolved; no resolver link, observed 2026-08-11T20:19:15.380136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.