Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration
Paper
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1802.08802
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Published
UI Agent
a collection of agents for user interfaces/interactions and user interface program synthesis
Note Introducing the Workflow-Guided Exploration (WGE) framework, and a new synthetic dataset called MiniWoB++ (an extension of MiniWoB, a dataset proposed by "World of Bits: An Open-Domain Platform for Web-Based Agents"). Published at ICLR 2018
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Mapping Natural Language Commands to Web Elements
Paper • 1808.09132 • Published -
Learning to Navigate the Web
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Interactive Task and Concept Learning from Natural Language Instructions and GUI Demonstrations
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Mapping Natural Language Instructions to Mobile UI Action Sequences
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FLIN: A Flexible Natural Language Interface for Web Navigation
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ActionBert: Leveraging User Actions for Semantic Understanding of User Interfaces
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Grounding Open-Domain Instructions to Automate Web Support Tasks
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Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments
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AndroidEnv: A Reinforcement Learning Platform for Android
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Compositional Generalization for Natural Language Interfaces to Web APIs
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VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling
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A Dataset for Interactive Vision-Language Navigation with Unknown Command Feasibility
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META-GUI: Towards Multi-modal Conversational Agents on Mobile GUI
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MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge
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WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents
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Enabling Conversational Interaction with Mobile UI using Large Language Models
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Spotlight: Mobile UI Understanding using Vision-Language Models with a Focus
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ReAct: Synergizing Reasoning and Acting in Language Models
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Understanding HTML with Large Language Models
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Lexi: Self-Supervised Learning of the UI Language
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Language Models can Solve Computer Tasks
Paper • 2303.17491 • Published -
Multimodal Web Navigation with Instruction-Finetuned Foundation Models
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Voyager: An Open-Ended Embodied Agent with Large Language Models
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From Pixels to UI Actions: Learning to Follow Instructions via Graphical User Interfaces
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Mind2Web: Towards a Generalist Agent for the Web
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Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer Control
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Android in the Wild: A Large-Scale Dataset for Android Device Control
Paper • 2307.10088 • Published • 10 -
A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis
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WebArena: A Realistic Web Environment for Building Autonomous Agents
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Learning to Model the World with Language
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AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework
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Never-ending Learning of User Interfaces
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Empowering LLM to use Smartphone for Intelligent Task Automation
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LASER: LLM Agent with State-Space Exploration for Web Navigation
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You Only Look at Screens: Multimodal Chain-of-Action Agents
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AXNav: Replaying Accessibility Tests from Natural Language
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HeaP: Hierarchical Policies for Web Actions using LLMs
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Automatic Macro Mining from Interaction Traces at Scale
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A Zero-Shot Language Agent for Computer Control with Structured Reflection
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CLIN: A Continually Learning Language Agent for Rapid Task Adaptation and Generalization
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OpenAgents: An Open Platform for Language Agents in the Wild
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GPT-4V in Wonderland: Large Multimodal Models for Zero-Shot Smartphone GUI Navigation
Paper • 2311.07562 • Published • 12 -
GAIA: a benchmark for General AI Assistants
Paper • 2311.12983 • Published • 176 -
Language Model Agents Suffer from Compositional Generalization in Web Automation
Paper • 2311.18751 • Published -
CogAgent: A Visual Language Model for GUI Agents
Paper • 2312.08914 • Published • 29 -
UINav: A Practical Approach to Train On-Device Automation Agents
Paper • 2312.10170 • Published -
ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation
Paper • 2312.13108 • Published • 3 -
AppAgent: Multimodal Agents as Smartphone Users
Paper • 2312.13771 • Published • 49 -
WebVLN: Vision-and-Language Navigation on Websites
Paper • 2312.15820 • Published -
GPT-4V(ision) is a Generalist Web Agent, if Grounded
Paper • 2401.01614 • Published • 20 -
SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents
Paper • 2401.10935 • Published • 4 -
WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
Paper • 2401.13919 • Published • 22 -
VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
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Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception
Paper • 2401.16158 • Published • 16 -
DRED: Zero-Shot Transfer in Reinforcement Learning via Data-Regularised Environment Design
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Dual-View Visual Contextualization for Web Navigation
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WebLINX: Real-World Website Navigation with Multi-Turn Dialogue
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OS-Copilot: Towards Generalist Computer Agents with Self-Improvement
Paper • 2402.07456 • Published • 40 -
On the Multi-turn Instruction Following for Conversational Web Agents
Paper • 2402.15057 • Published -
OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web
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Towards General Computer Control: A Multimodal Agent for Red Dead Redemption II as a Case Study
Paper • 2403.03186 • Published • 4 -
WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
Paper • 2403.07718 • Published -
BAGEL: Bootstrapping Agents by Guiding Exploration with Language
Paper • 2403.08140 • Published -
AgentStudio: A Toolkit for Building General Virtual Agents
Paper • 2403.17918 • Published -
Octopus v2: On-device language model for super agent
Paper • 2404.01744 • Published • 55 -
AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent
Paper • 2404.03648 • Published • 23 -
Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs
Paper • 2404.05719 • Published • 58 -
VisualWebBench: How Far Have Multimodal LLMs Evolved in Web Page Understanding and Grounding?
Paper • 2404.05955 • Published -
Autonomous Evaluation and Refinement of Digital Agents
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OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments
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MMInA: Benchmarking Multihop Multimodal Internet Agents
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AgentKit: Flow Engineering with Graphs, not Coding
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UIClip: A Data-driven Model for Assessing User Interface Design
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AutoCrawler: A Progressive Understanding Web Agent for Web Crawler Generation
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Benchmarking Mobile Device Control Agents across Diverse Configurations
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Latent State Estimation Helps UI Agents to Reason
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AndroidWorld: A Dynamic Benchmarking Environment for Autonomous Agents
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Position: Foundation Agents as the Paradigm Shift for Decision Making
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Large Language Models Can Self-Improve At Web Agent Tasks
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Mobile-Agent-v2: Mobile Device Operation Assistant with Effective Navigation via Multi-Agent Collaboration
Paper • 2406.01014 • Published • 29 -
On the Effects of Data Scale on Computer Control Agents
Paper • 2406.03679 • Published -
NATURAL PLAN: Benchmarking LLMs on Natural Language Planning
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AgentGym: Evolving Large Language Model-based Agents across Diverse Environments
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Synthetic Query Generation using Large Language Models for Virtual Assistants
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VersiCode: Towards Version-controllable Code Generation
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UICoder: Finetuning Large Language Models to Generate User Interface Code through Automated Feedback
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DigiRL: Training In-The-Wild Device-Control Agents with Autonomous Reinforcement Learning
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GUI-WORLD: A Dataset for GUI-oriented Multimodal LLM-based Agents
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GUICourse: From General Vision Language Models to Versatile GUI Agents
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WebCanvas: Benchmarking Web Agents in Online Environments
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τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains
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ICAL: Continual Learning of Multimodal Agents by Transforming Trajectories into Actionable Insights
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Symbolic Learning Enables Self-Evolving Agents
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Paper • 2406.18518 • Published • 22 -
Read Anywhere Pointed: Layout-aware GUI Screen Reading with Tree-of-Lens Grounding
Paper • 2406.19263 • Published • 9 -
BMW Agents -- A Framework For Task Automation Through Multi-Agent Collaboration
Paper • 2406.20041 • Published -
Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents
Paper • 2407.00993 • Published -
CRAB: Cross-environment Agent Benchmark for Multimodal Language Model Agents
Paper • 2407.01511 • Published -
AI Agents That Matter
Paper • 2407.01502 • Published • 1 -
Tree Search for Language Model Agents
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LLM-Based Open-Domain Integrated Task and Knowledge Assistants with Programmable Policies
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TLDR: Unsupervised Goal-Conditioned RL via Temporal Distance-Aware Representations
Paper • 2407.08464 • Published