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Leyang Yang

3 accepted papers

2026

History-Aware Reasoning for GUI Agents

AAAI 2026technical

Advances in Multimodal Large Language Models have significantly enhanced Graphical User Interface (GUI) automation. Equipping GUI agents with reliable episodic reasoning capabilities is essential for bridging the gap between users’ concise task descriptions and the complexities of real-world executi

Cited by 0SourcePDFScholar
2026

ProBench: Benchmarking GUI Agents with Accurate Process Information

AAAI 2026technical

With the deep integration of artificial intelligence and interactive technology, Graphical User Interface (GUI) Agent, as the carrier connecting goal-oriented natural language and real-world devices, has received widespread attention from the community. Contemporary benchmarks aim to evaluate the co

Cited by 0SourcePDFScholar
2025

MP-GUI: Modality Perception with MLLMs for GUI Understanding

CVPR 2025poster

Graphical user interface (GUI) has become integral to modern society, making it crucial to be understood for human-centric systems. However, unlike natural images or documents, GUIs comprise artificially designed graphical elements arranged to convey specific semantic meanings. Current multi-modal l…