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 algorithmic agents for user interfaces/interactions and 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
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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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Mobile App Tasks with Iterative Feedback (MoTIF): Addressing Task Feasibility in Interactive Visual Environments
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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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WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents
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Lexi: Self-Supervised Learning of the UI Language
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Language Models can Solve Computer Tasks
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Multimodal Web Navigation with Instruction-Finetuned Foundation Models
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Gorilla: Large Language Model Connected with Massive APIs
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Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer Control
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AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation Framework
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AXNav: Replaying Accessibility Tests from Natural Language
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Automatic Macro Mining from Interaction Traces at Scale
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WebWISE: Web Interface Control and Sequential Exploration with Large Language Models
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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 • 182 -
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CogAgent: A Visual Language Model for GUI Agents
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UINav: A Practical Approach to Train On-Device Automation Agents
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ASSISTGUI: Task-Oriented Desktop Graphical User Interface Automation
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WebVLN: Vision-and-Language Navigation on Websites
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GPT-4V(ision) is a Generalist Web Agent, if Grounded
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SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents
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WebVoyager: Building an End-to-End Web Agent with Large Multimodal Models
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VisualWebArena: Evaluating Multimodal Agents on Realistic Visual Web Tasks
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Mobile-Agent: Autonomous Multi-Modal Mobile Device Agent with Visual Perception
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DRED: Zero-Shot Transfer in Reinforcement Learning via Data-Regularised Environment Design
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Graph-enhanced Large Language Models in Asynchronous Plan Reasoning
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RL-VLM-F: Reinforcement Learning from Vision Language Foundation Model Feedback
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AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls
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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
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Training Language Model Agents without Modifying Language Models
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On the Multi-turn Instruction Following for Conversational Web Agents
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Language Agents as Optimizable Graphs
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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
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WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
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BAGEL: Bootstrapping Agents by Guiding Exploration with Language
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AgentStudio: A Toolkit for Building General Virtual Agents
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Octopus v2: On-device language model for super agent
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AutoWebGLM: Bootstrap And Reinforce A Large Language Model-based Web Navigating Agent
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Ferret-UI: Grounded Mobile UI Understanding with Multimodal LLMs
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UIClip: A Data-driven Model for Assessing User Interface Design
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Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
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Large Language Models Can Self-Improve At Web Agent Tasks
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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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VideoGUI: A Benchmark for GUI Automation from Instructional Videos
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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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Adversarial Attacks on Multimodal Agents
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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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APIGen: Automated Pipeline for Generating Verifiable and Diverse Function-Calling Datasets
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Read Anywhere Pointed: Layout-aware GUI Screen Reading with Tree-of-Lens Grounding
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Mobile-Bench: An Evaluation Benchmark for LLM-based Mobile Agents
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AI Agents That Matter
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AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents
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AgentInstruct: Toward Generative Teaching with Agentic Flows
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WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
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LLM-Based Open-Domain Integrated Task and Knowledge Assistants with Programmable Policies
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IDAT: A Multi-Modal Dataset and Toolkit for Building and Evaluating Interactive Task-Solving Agents
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Sibyl: Simple yet Effective Agent Framework for Complex Real-world Reasoning
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Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?
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Agent-E: From Autonomous Web Navigation to Foundational Design Principles in Agentic Systems
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AssistantBench: Can Web Agents Solve Realistic and Time-Consuming Tasks?
Paper • 2407.15711 • Published • 9 -
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Paper • 2407.16741 • Published • 67 -
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AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation
Paper • 2408.00764 • Published • 1 -
A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model
Paper • 2408.02920 • Published -
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Game On: Towards Language Models as RL Experimenters
Paper • 2409.03402 • Published -
Robot Utility Models: General Policies for Zero-Shot Deployment in New Environments
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Agent Workflow Memory
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