most citedModuLoop : Low-Level Code Generation using Modular Synthesizer and Closed-Loop Debugger for Robotic Control

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cs.AI2026

IntentCUA: Learning Intent-level Representations for Skill Abstraction and Multi-Agent Planning in Computer-Use Agents

Seoyoung Lee, Seobin Yoon, Seongbeen Lee +4

Computer-use agents operate over long horizons under noisy perception, multi-window contexts, evolving environment states. Existing approaches, from RL-based planners to trajectory…

cs.AI2025

Log2Plan: An Adaptive GUI Automation Framework Integrated with Task Mining Approach

Seoyoung Lee, Seonbin Yoon, Seongbeen Lee +2

GUI task automation streamlines repetitive tasks, but existing LLM or VLM-based planner-executor agents suffer from brittle generalization, high latency, and limited long-horizon c…