Paper Citation Record · LEDGER

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

As of 7 August 2026, this Paper Citation Record lists 100 of 106 outbound references and 5 inbound Pith citation observations for arXiv:2506.08012.

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

pith.paper-citation-record.v1
2506.08012 v1

Coverage vector

measured 100 of 106 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:25:59.525256Z

measured 105 of 105 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T17:38:50.313305Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

100 of 106 outbound references displayed

verified exact0
verified fuzzy29
unresolved71
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation fdb9a801-80dc-44de-b74e-d22ee3912f76 · outbound

This paper cites Agent S: An Open Agentic Framework that Uses Computers Like a Human.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Agent S: An Open Agentic Framework that Uses Computers Like a Human

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.211146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ea73e42-b8e2-4fc5-bd8b-44506e0efaa8 · outbound

This paper cites Wave-UI Dataset.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Wave-UI Dataset

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.215016Z

Source-reported events for the cited work

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Observation c77efc84-308d-442a-b064-f67950b41f1f · outbound

This paper cites Wave-UI-25K Dataset.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Wave-UI-25K Dataset

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.218004Z

Source-reported events for the cited work

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Observation 451c5d0c-3b0c-47c8-a287-d2c0ba012cd8 · outbound

This paper cites Claude 3.5 sonnet.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Claude 3.5 sonnet

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.220969Z

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Observation dee1b3a4-8b09-4520-b846-54d8d9c8ac1e · outbound

This paper cites Screenai: A vision-language model for ui and infographics understanding.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Screenai: A vision-language model for ui and infographics understanding

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.223801Z

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Observation 82ccf694-85b9-4fe8-8f40-b5ec71d08f30 · outbound

This paper cites Uibert: Learning generic multimodal representations for ui understanding.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Uibert: Learning generic multimodal representations for ui understanding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.227381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad01e14f-f568-4893-a43d-b0afa9e9de4c · outbound

This paper cites DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.230422Z

Source-reported events for the cited work

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Observation 75b3ab44-ebd8-4121-96b3-9a7bcdab83a2 · outbound

This paper cites Digi-Q: Learning Q-Value Functions for Training Device-Control Agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Digi-Q: Learning Q-Value Functions for Training Device-Control Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.234111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11623fba-b0c1-4acd-8340-8bc403d5424c · outbound

This paper cites Qwen2.5-VL Technical Report.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Qwen2.5-VL Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.236896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d26740be-6548-447f-968b-516e47645102 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.239507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4208efd6-d86f-46c2-bdd4-883273eb30c3 · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.242137Z

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Unavailable: canonical work link unavailable.

Observation 3a762ebc-9308-452a-a4c4-4837d38c2ce6 · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior GUICourse: From General Vision Language Models to Versatile GUI Agents

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.244906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2784a31-86e4-4af1-a7b2-eb7b8a04bc52 · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.247710Z

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Unavailable: canonical work link unavailable.

Observation f9ef270f-4b9f-4abc-bc50-e19ec0d7eab8 · outbound

This paper cites SeeClick: Harnessing GUI grounding for advanced visual GUI agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior SeeClick: Harnessing GUI grounding for advanced visual GUI agents

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.250501Z

Source-reported events for the cited work

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Observation c376acd6-38ad-43a9-9dcd-c7b921019975 · outbound

This paper cites Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.253545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cfc651e-aab2-4d00-abe2-b2c5b951a3aa · outbound

This paper cites Navigating the digital world as humans do: Universal visual grounding for GUI agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Navigating the digital world as humans do: Universal visual grounding for GUI agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.256541Z

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Unavailable: canonical work link unavailable.

Observation 1d10fcaf-3ad1-4387-98af-58649a7d385e · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.259113Z

Source-reported events for the cited work

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Observation 2cfeaf0c-06a9-4a69-af84-d24806c342aa · outbound

This paper cites Cogagent: A visual language model for gui agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Cogagent: A visual language model for gui agents

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.261876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dfd6497-3108-4fe0-b950-2f1dda5ab4b0 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.264588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a49541-9d5f-47ec-98c9-71751ca27525 · outbound

This paper cites GPT-4o System Card.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior GPT-4o System Card

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.267283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93c9c223-7613-453d-a8b8-876104977566 · outbound

This paper cites On the effects of data scale on ui control agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior On the effects of data scale on ui control agents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.270122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e2b15d-84e6-4a17-92de-af98fafd2bb7 · outbound

This paper cites Appagent v2: Advanced agent for flexible mobile interactions.arXiv preprint arXiv:2408.11824, 2024.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Appagent v2: Advanced agent for flexible mobile interactions.arXiv preprint arXiv:2408.11824, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.272656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b97e3281-bee6-4fdf-952e-32a1f997fa7b · outbound

This paper cites Widget captioning: Generating natural language description for mobile user interface elements.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Widget captioning: Generating natural language description for mobile user interface elements

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.275117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25c6af6-1b46-4286-b7ea-a4562b56b62b · outbound

This paper cites InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior InfiGUIAgent: A Multimodal Generalist GUI Agent with Native Reasoning and Reflection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.277595Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89678ae-eefd-4deb-9f6e-abbf051c7e48 · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.280318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1701046f-59fb-4883-a5d4-4eefed5cf5a9 · outbound

This paper cites Decoupled weight decay regularization.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Decoupled weight decay regularization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.282991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f487c515-d647-4c59-a909-370a7a20cc74 · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior GUIOdyssey: A Comprehensive Dataset for Cross-App GUI Navigation on Mobile Devices

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.285873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bc6b6ca-65f7-4c92-b223-1f4db83ad15c · outbound

This paper cites Omniparser for pure vision based gui agent, 2024.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Omniparser for pure vision based gui agent, 2024

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.288587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c72e5a7d-0281-4ce8-89d6-14232ee79777 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.291084Z

Source-reported events for the cited work

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Observation e9372d0b-e97d-4181-a8c6-110e7bcc2a6c · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.293798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a8cc552-4d5c-4cae-92ab-250a9500e1bf · outbound

This paper cites Direct preference optimization: Your language model is secretly a reward model.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Direct preference optimization: Your language model is secretly a reward model

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.296683Z

Source-reported events for the cited work

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Observation 1158c803-3fcf-4e3f-9434-8964ccdea59f · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.300086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01914f21-bc38-4847-9253-8d953065e065 · outbound

This paper cites An- droidinthewild: A large-scale dataset for android device control.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior An- droidinthewild: A large-scale dataset for android device control

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.302871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee13e21a-3f3f-4610-bb88-f10be64f2f44 · outbound

This paper cites Rethinking Reflection in Pre-Training.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Rethinking Reflection in Pre-Training

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.305470Z

Source-reported events for the cited work

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Observation a27ba966-dee0-4cae-8dff-e83ace18a5bb · outbound

This paper cites Learning to summarize with human feedback.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Learning to summarize with human feedback

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.308328Z

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Unavailable: canonical work link unavailable.

Observation 0625a43c-daf4-4606-bcce-b0cdb6c6fa2f · outbound

This paper cites OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior OS-Genesis: Automating GUI Agent Trajectory Construction via Reverse Task Synthesis

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.311393Z

Source-reported events for the cited work

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Observation eb83ec30-2fb5-4205-99dd-1e940ad2ae93 · outbound

This paper cites Towards Better Semantic Understanding of Mobile Interfaces.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Towards Better Semantic Understanding of Mobile Interfaces

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.314614Z

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Observation ecb63aa9-03a0-4e41-8d16-73e560c398b3 · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Gemini: A Family of Highly Capable Multimodal Models

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.317580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87645fa8-3157-41e4-8302-a8562cd6e06d · outbound

This paper cites Mobile-agent-v2: Mobile device operation assistant with effective navigation via multi-agent collaboration.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Mobile-agent-v2: Mobile device operation assistant with effective navigation via multi-agent collaboration

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.320381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f117333c-5809-45c1-abb6-953775bc1836 · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.323535Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c4203f8-6dcc-4a84-815d-e446b0a0fe6c · outbound

This paper cites Distrl: An asynchronous distributed reinforcement learning framework for on-device control agent.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Distrl: An asynchronous distributed reinforcement learning framework for on-device control agent

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.326219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9f57cee-9695-40ea-b683-f0d9f954d584 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Chain-of-thought prompting elicits reasoning in large language models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.329083Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22fc73e2-1e44-4bb1-a78f-de13adbb133f · outbound

This paper cites OS-ATLAS: Foundation action model for generalist GUI agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior OS-ATLAS: Foundation action model for generalist GUI agents

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.331816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60f5e96d-bf52-4690-8688-f0c863f9efcb · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.334325Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0884fe93-ac0d-489c-998e-8dcc643f07df · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Aria-UI: Visual Grounding for GUI Instructions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.337178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59d73ec-211b-422c-ae89-d79615709d78 · outbound

This paper cites Tree of thoughts: Deliberate problem solving with large language models.NeurIPS, 2023.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Tree of thoughts: Deliberate problem solving with large language models.NeurIPS, 2023

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.340020Z

Source-reported events for the cited work

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Observation ac87e958-e46c-4106-8316-d91bf4eced68 · outbound

This paper cites LIMO: Less is More for Reasoning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior LIMO: Less is More for Reasoning

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.342561Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 971c2c55-ff7d-4cd7-b58c-342350fbe477 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.345287Z

Source-reported events for the cited work

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Observation 142b9064-cf0a-4cdc-8c7f-2c39389ef7b3 · outbound

This paper cites AppAgent: Multimodal Agents as Smartphone Users.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior AppAgent: Multimodal Agents as Smartphone Users

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.348013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1d52607-bcb8-40a9-b839-0ce8998c5386 · outbound

This paper cites Android in the zoo: Chain-of-action-thought for GUI agents.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Android in the zoo: Chain-of-action-thought for GUI agents

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.351103Z

Source-reported events for the cited work

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Observation 16589979-3770-4fe5-a319-7e9b79570237 · outbound

This paper cites Breaking the Data Barrier -- Building GUI Agents Through Task Generalization.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Breaking the Data Barrier -- Building GUI Agents Through Task Generalization

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.354138Z

Source-reported events for the cited work

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Observation 4a73a914-c334-4cf9-97bc-ecbe085b42ca · outbound

This paper cites Gpt-4v(ision) is a generalist web agent, if grounded.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Gpt-4v(ision) is a generalist web agent, if grounded

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.356970Z

Source-reported events for the cited work

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Observation 49cb0657-4e38-4676-b54e-3acf8100c50d · outbound

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

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.359646Z

Source-reported events for the cited work

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Observation e5cf40ba-82fe-428a-8fa0-75566c8db646 · outbound

This paper cites To obtain the failed attempts in training data, we first train a GUI-Pretrain model with the three target datasets for this task excluded.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior To obtain the failed attempts in training data, we first train a GUI-Pretrain model with the three target datasets for this task excluded

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.362940Z

Source-reported events for the cited work

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Observation e19c670b-e00a-450a-b4a5-1e8ae7023e0f · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.365899Z

Source-reported events for the cited work

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Observation d7e513a8-8226-4944-b83c-bc589c308cb9 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T05:25:59.368745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c2e98c8-6cf7-402b-aa2e-f6d0fd9eda24 · outbound

This paper cites new purpose.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior new purpose

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.490403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fc5d650c-b64d-4d91-87ae-b0b909cc8880 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.481588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b65d97cf-90b3-4f17-9dd2-3bf576299fd3 · outbound

This paper cites The click point is highlighted using a red dot in the current screenshot and the scroll positions are visualized using a red arrow in the current screenshot.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior The click point is highlighted using a red dot in the current screenshot and the scroll positions are visualized using a red arrow in the current screenshot

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.446758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 96c5c805-057b-4b1e-a9be-a41d189d3f55 · outbound

This paper cites Ignore the following if not.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Ignore the following if not

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.437902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0cc88904-c2bf-4047-a9f3-5f14cf0c8aeb · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.428965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 725e6939-3689-4aa1-b957-b46d848810fb · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.420510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d3445ed-de7e-4346-ba82-986b670a7525 · outbound

This paper cites Task Feasibility.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Task Feasibility

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.411939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6108677d-bfee-4dda-ae36-2da7944459c9 · outbound

This paper cites Empty if it is the first step.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Empty if it is the first step

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.394338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7f51e527-f9df-4c7d-9ba9-e929f4158fc6 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.384259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 53b081ad-5efc-4403-a432-6fcc8d701b83 · outbound

This paper cites The click point is highlighted using a red dot in the first screenshot.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior The click point is highlighted using a red dot in the first screenshot

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.367471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 943dcf83-5100-4c91-89c3-ae3481abcdfc · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.359493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9a2e884e-ef86-4826-ba28-0e259def77f2 · outbound

This paper cites In the action thought, use first-person description, that is, using ’I’ instead of ’the user’ or ’the agent’.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior In the action thought, use first-person description, that is, using ’I’ instead of ’the user’ or ’the agent’

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.351726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 63df3110-e6cd-41fe-bbbb-c54f36554484 · outbound

This paper cites Action Thought.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Action Thought

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.343677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0835d1f3-7e34-43ca-bcac-78ad7683109d · outbound

This paper cites Empty if it is the first step.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Empty if it is the first step

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.336120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1563eab4-90e5-499e-9df4-313f4f0880de · outbound

This paper cites Only the current screenshot is provided if it is the first step.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Only the current screenshot is provided if it is the first step

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.328273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4d8cf7e-b5e0-4fcc-9bc2-c422985c981a · outbound

This paper cites In the action thought, use first-person description, that is, using ’I’ instead of ’the user’ or ’the agent’.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior In the action thought, use first-person description, that is, using ’I’ instead of ’the user’ or ’the agent’

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.319981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36d95acc-2d6b-4038-ad99-959116c23abf · outbound

This paper cites Action Thought.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Action Thought

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.312031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e8206b88-3061-4a9b-890a-6a50c8df6f79 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.304365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db9d20a3-2fcc-48a4-a5bf-aee4dc46e607 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.375047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2bbebc6b-ef9f-4723-86ba-29dc9bd72378 · outbound

This paper cites Updated Action Thought.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Updated Action Thought

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.288689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6f555a8d-de62-4c69-be75-bb3f821337c4 · outbound

This paper cites Empty if it is the first step.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Empty if it is the first step

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.472852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a9e60b80-6174-497a-a3ab-0c846fe890bd · outbound

This paper cites Empty if it is the last step.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Empty if it is the last step

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.464203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 43d4ce1e-a475-4c40-b4d5-54180bc236d9 · outbound

This paper cites The click point is highlighted using a red dot in the current screenshot.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior The click point is highlighted using a red dot in the current screenshot

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.280593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be958478-103d-4b4a-8ef9-d2acb562784e · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 88

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.272788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 08b82836-6693-4639-8295-9334f41e22b0 · outbound

This paper cites The user will probably realize the mistake when seeing the execution of this action.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior The user will probably realize the mistake when seeing the execution of this action

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.265182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bedeb272-8fd3-4163-a807-fb0a21b1e3db · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.257113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 65dc8f8b-6acc-4237-9985-d37fdccfe199 · outbound

This paper cites Ignore the following if not.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Ignore the following if not

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.249633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5a2cb42a-caec-4351-bae7-2e1cea485c01 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 92

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.241981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0d3566cc-36a4-4b43-b6d4-efc16b7c6fc5 · outbound

This paper cites Task Feasibility.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Task Feasibility

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.233458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 030d2de2-aa5d-4a43-94c4-33c48f99ef79 · outbound

This paper cites Error Action Analysis: An analysis from an expert explaining why the previous action is incorrect and why it might happen.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Error Action Analysis: An analysis from an expert explaining why the previous action is incorrect and why it might happen

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.225923Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d2f7ca81-39a4-4678-8f62-d2109b5bc510 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 96

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.296523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0290d782-59a8-44b1-866f-41f2634dc6b5 · outbound

This paper cites Updated Action Thought.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Updated Action Thought

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.217635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7ebc3ed9-d99f-428a-8134-9e4f95491328 · outbound

This paper cites 2: Task Guidance: An overall description about how to correctly complete this task as a reference.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior 2: Task Guidance: An overall description about how to **correctly** complete this task as a reference

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.209905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7b315fed-acdd-4298-a5c2-a1ca0fee6455 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 99

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.201621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4bc68814-dcf2-4884-8282-11a896757e08 · outbound

This paper cites Empty if there is no answer action.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Empty if there is no answer action

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.193826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6cfe21b7-6502-44aa-9636-850f7650eb99 · outbound

This paper cites The status is either Task Complete or Task Impossible.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior The status is either Task Complete or Task Impossible

Reference 101

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.186096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1290f7da-d1d8-41d6-bf9b-5878d120d1d2 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 102

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.178274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 983cc63b-a02d-4a29-acb6-b3cbdedaac93 · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 103

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.169914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6794327a-dd9d-49ef-82f8-d66c640d18e4 · outbound

This paper cites Task Analysis.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Task Analysis

Reference 104

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.161430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d59513da-a6ca-402c-a30b-f6ac98f603ee · outbound

This paper cites 3: GT Answer: The ground truth answer for this task.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior 3: GT Answer: The ground truth answer for this task

Reference 106

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.153055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4563e5b1-9d4c-4df7-ab57-f4af3833b990 · outbound

This paper cites The click point is highlighted using a red dot in the current screenshot and the scroll positions are visualized using a red arrow in the current screenshot.

Reference 109

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.136320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c576c861-b605-49eb-8044-ffbcccc84e37 · outbound

This paper cites Reasoning.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Reasoning

Reference 112

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.109682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ceb70bbb-2fd7-4144-bf64-8924f98713ba · outbound

This paper cites an unresolved cited work.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior Unresolved cited work

Reference 113

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:26:00.403385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cef696db-e2e1-41dd-95a7-dd00139b9c22 · outbound

This paper cites 32 3: GT Answer: The ground truth answer for this task.

GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior 32 3: GT Answer: The ground truth answer for this task

Reference 114

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:26:00.100400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 47fb7f25-87e9-421c-907e-0ee450668fb9 · inbound

UIPress: Bringing Optical Token Compression to UI-to-Code Generation cites this paper.

UIPress: Bringing Optical Token Compression to UI-to-Code Generation GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:00:58.945835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 993594b4-3bce-4036-85ec-0884401756fc · inbound

Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliability cites this paper.

Securing Computer-Use Agents: A Unified Architecture-Lifecycle Framework for Deployment-Grounded Reliability GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

Reference 84

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:35:57.109936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1ede78c2-33dc-454e-8de6-e27248e329a5 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

Reference 51

Resolution: metadata mismatch; arxiv_id, observed 2026-07-01T20:56:13.308915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8ba0ea85-ba72-4f89-a90c-91e1cd7f1747 · inbound

A History-Aware Visually Grounded Critic for Computer Use Agents cites this paper.

A History-Aware Visually Grounded Critic for Computer Use Agents GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

Reference 25

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T05:27:39.586276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 79dd7489-a0ec-4678-b154-9b60293f307b · inbound

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application cites this paper.

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application GUI-Reflection: Empowering Multimodal GUI Models with Self-Reflection Behavior

Reference 287

Resolution: verified exact; arxiv_id, observed 2026-06-27T09:50:48.390488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.