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cs.CV2026
Cosine Misleads: Auxiliary Losses Reshape Vision Language Models, Not Their Latents
XiuYu Zhang, Junfeng Fang, Zhenkai Liang
Latent visual reasoning (LVR) inserts supervised latent tokens between perception and answer generation in vision-language models (VLMs). The field uses alignment between these lat…
cs.CV2024
CLAS: A Machine Learning Enhanced Framework for Exploring Large 3D Design Datasets
XiuYu Zhang, Xiaolei Ye, Jui-Che Chang +1
Three-dimensional (3D) objects have wide applications. Despite the growing interest in 3D modeling in academia and industries, designing and/or creating 3D objects from scratch rem…
cs.CV2024
Partially Conditioned Patch Parallelism for Accelerated Diffusion Model Inference
XiuYu Zhang, Zening Luo, Michelle E. Lu
Diffusion models have exhibited exciting capabilities in generating images and are also very promising for video creation. However, the inference speed of diffusion models is limit…