GUI Navigation and Grounding

The field of GUI navigation and grounding is moving towards more robust and generalizable models, with a focus on improving cross-domain performance and effective history utilization. Researchers are exploring new frameworks and techniques, such as structured reasoning, uncertainty calibration, and multimodal attention, to enhance the accuracy and reliability of GUI agents. These advancements have the potential to significantly improve the performance of computer-using agents in real-world scenarios. Noteworthy papers include: GUI-Rise, which presents a reasoning-enhanced framework for GUI navigation, and HyperClick, which introduces a novel framework for reliable GUI grounding via uncertainty calibration. GUI-AIMA is also notable for its attention-based and coordinate-free approach to GUI grounding, while GUI-360 provides a comprehensive dataset and benchmark for evaluating computer-using agents.

Sources

GUI-Rise: Structured Reasoning and History Summarization for GUI Navigation

HyperClick: Advancing Reliable GUI Grounding via Uncertainty Calibration

GUI-AIMA: Aligning Intrinsic Multimodal Attention with a Context Anchor for GUI Grounding

GUI-360: A Comprehensive Dataset and Benchmark for Computer-Using Agents

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