3 papers
cs.CV2025
ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding
Jialiang Kang, Han Shu, Wenshuo Li +2
Speculative decoding is a widely adopted technique for accelerating inference in large language models (LLMs), yet its application to vision-language models (VLMs) remains underexp…
cs.LG2025
Enhancing Linear Attention with Residual Learning
Xunhao Lai, Jialiang Kang, Jianqiao Lu +2
Linear attention offers a linear-time alternative to self-attention but often struggles to capture long-range patterns. We revisit linear attention through a prediction-correction…
cs.CV2025
Domain Adaptation-Based Crossmodal Knowledge Distillation for 3D Semantic Segmentation
Jialiang Kang, Jiawen Wang, Dingsheng Luo
Semantic segmentation of 3D LiDAR data plays a pivotal role in autonomous driving. Traditional approaches rely on extensive annotated data for point cloud analysis, incurring high…