Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-16T11:02:41.335059Z
Paper Citation Record · LEDGER
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
As of 5 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 44 inbound Pith citation observations for arXiv:2503.21620.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T07:02:42.105225Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-05T02:28:24.338817Z
Reference resolution
18 of 18 outbound references displayed
- verified exact11
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch7
External citation measurements
1
pith, observed 2026-08-05T02:28:24.338817Z
Outbound references
Observation 1a32c312-b75e-4471-b2cd-b264538e1092 · outbound
This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning
Reference 1
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T00:19:22.325854Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d53601c4-0c83-4dbc-b025-6e78ee9808b5 · outbound
This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
Reference 2
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.359560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4b1ebc86-ba6f-4939-980c-8c88ca5f7ee0 · outbound
This paper cites VisRL: Intention-Driven Visual Perception via Reinforced Reasoning.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning VisRL: Intention-Driven Visual Perception via Reinforced Reasoning
Reference 3
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.363985Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 59f969bf-94ad-4151-b5eb-f5be48228c2b · outbound
This paper cites Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T21:09:01.446022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 738d9a85-dec2-4ef6-b95b-21871b661bb4 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.372022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a073bb6f-e00f-4805-aca9-43bc52576cd7 · outbound
This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models
Reference 6
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.376523Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9b356932-dbdb-4723-9f25-0d936f79de3c · outbound
This paper cites Think or not think: A study of ex- plicit thinking in rule-based visual reinforcement fine-tuning.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Think or not think: A study of ex- plicit thinking in rule-based visual reinforcement fine-tuning
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.380780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e80f9667-1b61-4f9f-a389-1ecc50b2b97f · outbound
This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.384566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ae09ade4-3711-4f58-b527-375c7db3f535 · outbound
This paper cites s1: Simple test-time scaling.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning s1: Simple test-time scaling
Reference 9
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-16T11:02:41.388399Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0d8dac02-a753-44a4-9178-be2768b64533 · outbound
This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning UI-TARS: Pioneering Automated GUI Interaction with Native Agents
Reference 10
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.392244Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7cc8e6ef-47fb-4c39-a084-7a5aadda903e · outbound
This paper cites Xiaoye Qu, Yafu Li, Zhaochen Su, Weigao Sun, Jianhao Yan, Dongrui Liu, Ganqu Cui, Daizong Liu, Shuxian Liang, Junxian He, and 1 others.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Xiaoye Qu, Yafu Li, Zhaochen Su, Weigao Sun, Jianhao Yan, Dongrui Liu, Ganqu Cui, Daizong Liu, Shuxian Liang, Junxian He, and 1 others
Reference 11
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.396961Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 14c204a1-4c1c-4817-8dd8-abd8c54b4fea · outbound
This paper cites Proximal Policy Optimization Algorithms.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Proximal Policy Optimization Algorithms
Reference 12
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.401423Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 30fcb531-eb22-45f2-844c-32d0ba019c9a · outbound
This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 13
- Resolution
- verified exact
- local_arxiv, observed 2026-05-16T11:02:41.406052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 175fc7dc-9e7b-4f2f-8e59-0433fef1f682 · outbound
This paper cites Dast: Difficulty-adaptive slow-thinking for large reasoning models.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Dast: Difficulty-adaptive slow-thinking for large reasoning models
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.410687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 48dd0879-dda4-47d4-8612-8c40df87691e · outbound
This paper cites Smoothing Grounding and Reasoning for MLLM-Powered GUI Agents with Query-Oriented Pivot Tasks.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Smoothing Grounding and Reasoning for MLLM-Powered GUI Agents with Query-Oriented Pivot Tasks
Reference 15
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.414608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 642040bf-3f7d-48fc-aa3d-2925f678b824 · outbound
This paper cites Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning Aguvis: Unified Pure Vision Agents for Autonomous GUI Interaction
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T04:09:42.002663Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f402604d-a719-47e6-9e8c-b9ab0ae39c0d · outbound
This paper cites AppAgent: Multimodal Agents as Smartphone Users.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning AppAgent: Multimodal Agents as Smartphone Users
Reference 17
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-17T10:16:44.196372Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 465e5b14-2ac5-4d34-8ddc-9666c3be29e9 · outbound
This paper cites R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model.
UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning R1-Zero's "Aha Moment" in Visual Reasoning on a 2B Non-SFT Model
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T07:13:47.672124Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation c122ab89-0bff-42b7-905b-c83b6917c094 · inbound
Video-R1: Reinforcing Video Reasoning in MLLMs cites this paper.
Video-R1: Reinforcing Video Reasoning in MLLMs UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 29
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7f483ced-fdb1-42e2-a2d3-ece5c17903b3 · inbound
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents cites this paper.
GUI-R1 : A Generalist R1-Style Vision-Language Action Model For GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6b1f4060-ec7d-4940-9144-795639026de5 · inbound
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners cites this paper.
InfiGUI-R1: Advancing Multimodal GUI Agents from Reactive Actors to Deliberative Reasoners UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T13:54:44.089259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 99380165-b6d4-40c7-ae33-0818969f5ce7 · inbound
Grounded Reinforcement Learning for Visual Reasoning cites this paper.
Grounded Reinforcement Learning for Visual Reasoning UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-05-22T01:05:52.038819Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f9da5ac2-c610-4785-b339-7f93a929d3ff · inbound
LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization cites this paper.
LPO: Towards Accurate GUI Agent Interaction via Location Preference Optimization UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 16
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T09:47:13.930425Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2e241387-0bb2-4aad-96c0-fd5697de2790 · inbound
GTA1: GUI Test-time Scaling Agent cites this paper.
GTA1: GUI Test-time Scaling Agent UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 15
- Resolution
- verified exact
- local_arxiv, observed 2026-05-17T13:55:00.027972Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e709465c-ebf3-413a-9194-c98ac1178d4b · 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 UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T18:42:48.094392Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 87c649d1-8fda-495c-90ac-9843f98a9100 · inbound
VeriOS: Query-Driven Proactive Human-Agent-GUI Interaction for Trustworthy OS Agents cites this paper.
VeriOS: Query-Driven Proactive Human-Agent-GUI Interaction for Trustworthy OS Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 33
- Resolution
- verified exact
- local_arxiv, observed 2026-05-18T18:06:42.814671Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e3a6615d-e424-4527-b5db-24ed3520c2c5 · inbound
Enhancing Trustworthy GUI Grounding via Self-Critiqued Reinforcement Learning cites this paper.
Enhancing Trustworthy GUI Grounding via Self-Critiqued Reinforcement Learning UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 2015
- Resolution
- unresolved
- no resolver link, observed 2026-08-04T07:02:42.105225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3903365b-e94f-48ea-8b1b-8fdcf5098803 · inbound
Grounding Computer Use Agents on Human Demonstrations cites this paper.
Grounding Computer Use Agents on Human Demonstrations UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T23:06:05.031828Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21967e0c-e5f6-42a9-a2a2-d93f2d683900 · inbound
Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization cites this paper.
Pushing Forward Pareto Frontiers of Proactive Agents with Behavioral Agentic Optimization UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T00:13:27.015676Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f0fa10b-14d6-4802-a1ec-4caba6053144 · inbound
ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices cites this paper.
ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2ec95887-07b3-4f19-a857-2d25c2f5ad04 · inbound
GUI-Libra: Training Native GUI Agents to Reason and Act with Action-aware Supervision and Partially Verifiable RL cites this paper.
GUI-Libra: Training Native GUI Agents to Reason and Act with Action-aware Supervision and Partially Verifiable RL UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T20:51:42.979477Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 686823a1-c2c5-43f8-b652-c119a8004622 · inbound
From Pixels to Digital Agents: An Empirical Study on the Taxonomy and Technological Trends of Reinforcement Learning Environments cites this paper.
From Pixels to Digital Agents: An Empirical Study on the Taxonomy and Technological Trends of Reinforcement Learning Environments UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 212
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7d9eb86a-a20e-4b22-a261-186518a55ea0 · inbound
UI-Zoomer: Uncertainty-Driven Adaptive Zoom-In for GUI Grounding cites this paper.
UI-Zoomer: Uncertainty-Driven Adaptive Zoom-In for GUI Grounding UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 591a083e-513b-4aff-8289-d9832d2795a4 · inbound
HalluClear: Diagnosing, Evaluating and Mitigating Hallucinations in GUI Agents cites this paper.
HalluClear: Diagnosing, Evaluating and Mitigating Hallucinations in GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 42
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a1c5c2ad-218b-4c45-aedb-08ad9a1b0dcd · inbound
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding cites this paper.
Measure Twice, Click Once: Co-evolving Proposer and Visual Critic via Reinforcement Learning for GUI Grounding UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 86
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8f0fc96a-22db-4d80-bb7c-6cf6e01a166b · 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 UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 26
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bb7783f5-fd71-4cda-842a-bb724068d3d9 · inbound
AutoGUI-v2: A Comprehensive Multi-Modal GUI Functionality Understanding Benchmark cites this paper.
AutoGUI-v2: A Comprehensive Multi-Modal GUI Functionality Understanding Benchmark UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation effac9bc-4c14-49f3-8f77-4dcd44162e1a · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.
Rethinking Agentic Reinforcement Learning In Large Language Models UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 616a6e86-a5de-4642-a429-be711cf22ce0 · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.
Rethinking Agentic Reinforcement Learning In Large Language Models UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 55
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation bec50ab5-1854-464b-8a7c-2431ddcd3426 · inbound
Rethinking Agentic Reinforcement Learning In Large Language Models cites this paper.
Rethinking Agentic Reinforcement Learning In Large Language Models UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 55
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T17:02:40.826157Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 660ae962-70cb-4a97-a0b2-2ca0082eaadd · inbound
On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length cites this paper.
On Training Large Language Models for Long-Horizon Tasks: An Empirical Study of Horizon Length UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 65
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 1b9ee0ab-0c41-439e-a4fd-70be11898d41 · inbound
ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL cites this paper.
ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2a90d8cb-c65c-44d8-840e-40caa402f528 · inbound
ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL cites this paper.
ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 41
- Resolution
- verified exact
- local_arxiv, observed 2026-05-21T08:39:53.245323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a7e78695-4457-4568-ba9a-05e757b73124 · inbound
BAMI: Training-Free Bias Mitigation in GUI Grounding cites this paper.
BAMI: Training-Free Bias Mitigation in GUI Grounding UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9857d44d-8310-44fa-926f-ac7b3030055e · 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 UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 112
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cce6f51c-cb89-44c7-a540-b2eac298ac42 · inbound
LiteGUI: Distilling Compact GUI Agents with Reinforcement Learning cites this paper.
LiteGUI: Distilling Compact GUI Agents with Reinforcement Learning UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 10
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0c915db7-0642-46c4-86a1-7e05d7f0dcda · inbound
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents cites this paper.
ToolCUA: Towards Optimal GUI-Tool Path Orchestration for Computer Use Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fbf1e0b4-2e36-41ef-8a70-dc132db55ef2 · inbound
Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment cites this paper.
Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 96
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T11:02:41.429566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d5eff564-5ead-4032-8b15-3f4baa049594 · inbound
Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment cites this paper.
Beyond Binary: Reframing GUI Critique as Continuous Semantic Alignment UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 96
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T16:47:40.374623Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8798ea97-3dc5-435b-a8f9-d19559b28045 · inbound
PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control cites this paper.
PAGER: Bridging the Semantic-Execution Gap in Point-Precise Geometric GUI Control UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 21
- Resolution
- verified exact
- local_arxiv, observed 2026-05-20T18:48:53.397890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7517af85-c9a7-48b7-8bd4-a1e5f857610e · inbound
SE-GA: Memory-Augmented Self-Evolution for GUI Agents cites this paper.
SE-GA: Memory-Augmented Self-Evolution for GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 25
- Resolution
- verified exact
- local_arxiv, observed 2026-05-19T20:42:46.418731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 3eb1075e-7679-4380-8079-9f7f170807b3 · inbound
CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision cites this paper.
CaptchaMind: Training CAPTCHA Solvers via Reinforcement Learning with Explicit Reasoning Supervision UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 11
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-20T06:18:05.557028Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9b1700a5-4a0d-4bf7-80d0-a0f55d351c39 · inbound
Mobile-Aptus: Confidence-Driven Proactive and Robust Interaction in MLLM-based Mobile-Using Agents cites this paper.
Mobile-Aptus: Confidence-Driven Proactive and Robust Interaction in MLLM-based Mobile-Using Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 39
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T12:53:26.744924Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cbb2a9b2-312e-40a6-87b6-d45471c7e7d8 · inbound
GUI-C$^2$: Coarse-to-Fine GUI Grounding via Difficulty-Aware Reinforcement Learning cites this paper.
GUI-C$^2$: Coarse-to-Fine GUI Grounding via Difficulty-Aware Reinforcement Learning UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 22
- Resolution
- verified exact
- local_arxiv, observed 2026-06-28T22:52:44.704188Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7f0b0893-5f6b-423f-865e-9668c098a7e5 · inbound
Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces cites this paper.
Characterize Then Distill: Mechanistic Reasoning in Large Output Spaces UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 113
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-06-27T22:31:21.483121Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9a01a07e-6ca5-49ae-8d2d-0ef0b0fa5b0f · inbound
GUI-AC: Enhancing Continual Learning in GUI Agents cites this paper.
GUI-AC: Enhancing Continual Learning in GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 47
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T04:27:36.607989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ba8aec33-f626-427b-9998-65c95332b402 · inbound
GUI-AC: Enhancing Continual Learning in GUI Agents cites this paper.
GUI-AC: Enhancing Continual Learning in GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T14:27:05.589465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a70f267-80d1-463a-94ab-31ec97eb2408 · inbound
MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization cites this paper.
MobileForge: Annotation-Free Adaptation for Mobile GUI Agents with Hierarchical Feedback-Guided Policy Optimization UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-07-04T05:29:35.709543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 150a535e-b9b9-452d-9b01-e5d7563b4fe2 · inbound
Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning cites this paper.
Empowering GUI Agents via Autonomous Experience Exploration and Hindsight Experience Utilization for Task Planning UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 8
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-04T14:29:53.358674Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c35d5605-e388-4ae3-a272-a53c2b7861f2 · inbound
BashCoder-R1: Towards Robust and Explainable Bash Code Generation with Robustness-Aware Group Relative Policy Optimization cites this paper.
BashCoder-R1: Towards Robust and Explainable Bash Code Generation with Robustness-Aware Group Relative Policy Optimization UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T17:05:50.837929Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6225b758-634e-44c6-af39-a1e7d021d8c8 · inbound
GUICrafter: Weakly-Supervised GUI Agent Leveraging Massive Unannotated Screenshots cites this paper.
GUICrafter: Weakly-Supervised GUI Agent Leveraging Massive Unannotated Screenshots UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-06-30T06:44:19.217044Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 07201f30-c3f5-4cad-95b5-0168b9ddfc88 · inbound
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents cites this paper.
Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents UI-R1: Enhancing Efficient Action Prediction of GUI Agents by Reinforcement Learning
Reference 118
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T14:04:45.815734Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.