Jiaping Gui — accepted AI-conference papers

2026

LaSM: Layer-wise Scaling Mechanism for Defending Pop-up Attack on GUI Agents

Zihe Yan, Zhuosheng Zhang, Jiaping Gui, Gongshen Liu

CVPR 2026

Graphical user interface (GUI) agents built on multimodal large language models (MLLMs) have recently demonstrated strong decision-making abilities in screen-based interaction tasks. However, they remain highly vulnerable to pop-up-based environmental injection attacks, where malicious visual elemen

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2025

FedQS: Optimizing Gradient and Model Aggregation for Semi-Asynchronous Federated Learning

Yunbo Li, Jiaping Gui, Zhihang Deng, Fanchao Meng, Yue Wu

NeurIPS 2025poster

Federated learning (FL) enables collaborative model training across multiple parties without sharing raw data, with semi-asynchronous FL (SAFL) emerging as a balanced approach between synchronous and asynchronous FL. However, SAFL faces significant challenges in optimizing both gradient-based (e.g.,…

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