Recent advances in VLM-based GUI agents accelerate mobile automation but also introduce security risks, as agents rely on broad system privileges and long-horizon contextual continuity. Existing attacks, such as overlay manipulation and inference-gap exploitation, target individual steps but overlook a more fundamental...
Ya-Wen Zeng, D. Tan, Han-Tao Zheng et al.· 0 citations
Source-Fully-Free Domain Adaptation (SFF-DA) has emerged as a strategic paradigm to adapt Vision-Language Models (VLMs) without any access to source data or task-specific source models. However, we identify a critical Dual Semantic Drift that hinders this process: static drift arising from the rigidity of fixed class e...
Wei-Wei Xiang, Shun Peng, Guangyi Xiao et al.· 0 citations
Source-Fully-Free Domain Adaptation (SFF-DA) has emerged as a strategic paradigm to adapt Vision-Language Models (VLMs) without any access to source data or task-specific source models. However, we identify a critical "Dual Semantic Drift" that hinders this process: static drift caused by the stagnation of frozen hand-...
Wei-Wei Xiang, Shun Peng, Guangyi Xiao et al.· Proceedings of the Thirty-Fi...· 0 citations
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