Multimodal Learning

Audio-Omni: Extending Multi-modal Understanding to Versatile Audio Generation and Editing

Zeyue Tian, Binxin Yang, Zhaoyang Liu, Jiexuan Zhang, Ruibin Yuan, Hubery Yin, Qifeng Chen, Chen Li, Jing Lyu, Wei Xue, Yike Guo

Conference SIGGRAPH 2026 Audio Generation Audio Editing Multimodal Learning Diffusion Model Unified Model

PointLLM-R: Enhancing 3D Point Cloud Reasoning via Chain-of-Thought

Chaoqi Chen, Qile Xu, Wenjun Zhou, Hui Huang

Conference SIGGRAPH 2026 Point Cloud Large Language Model Chain-of-Thought Multimodal Learning 3D Understanding

UniVidX: A Unified Multimodal Framework for Versatile Video Generation via Diffusion Priors

Houyuan Chen, Hong Li, Xianghao Kong, Tianrui Zhu, Shaocong Xu, Weiqing Xiao, Yuwei Guo, Chongjie Ye, Lvmin Zhang, Hao Zhao, Anyi Rao

Journal SIGGRAPH 2026 Video Generation Diffusion Model Multimodal Learning Intrinsic Decomposition Video Matting LoRA