3 papers
cs.CR2026
SAGE: Efficient Protected Vision-Language Inference on Smart Glasses
Zhimin Li, Pan Wang, Jingxian Chen +3
Smart glasses are a promising platform for vision-language assistants, but private split inference remains expensive: protecting visual representations before transmission does not…
cs.MM2026
From Models to Systems: A Comprehensive Survey of Efficient Multimodal Learning
Pan Wang, Siwei Song, Hui Ji +12
The rapid expansion of multimodal models has surfaced formidable bottlenecks in computation, memory, and deployment, catalyzing the rise of Efficient Multimodal Learning (EML) as a…
cs.CV2026
Defending Wearable VLMs Against Private Attribute Inference
Zhimin Li, Pan Wang, Jingxian Chen +4
Wearable VLM pipelines promise continuous multimodal assistance from egocentric visual capture: a user asks a task-driven question about the surrounding scene, and the system uses…