Showing 2026Show all
3 papers · 1 filter
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.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…
cs.CL2026
Aligning Paralinguistic Understanding and Generation in Speech LLMs via Multi-Task Reinforcement Learning
Jingxiang Chen, Minseok Kim, Seong-Gyun Leem +13
Speech large language models (LLMs) observe paralinguistic cues such as prosody, emotion, and non-verbal sounds--crucial for intent understanding. However, leveraging these cues fa…