Title
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities X. Zhang Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 57 0 0 05 May 2025
Position: Foundation Models Need Digital Twin Representations Yiqing Shen Hao Ding Lalithkumar Seenivasan Tianmin Shu Mathias Unberath AI4CE 31 0 0 01 May 2025
Learning Streaming Video Representation via Multitask Training Yibin Yan Jilan Xu Shangzhe Di Yikun Liu Yudi Shi Qirui Chen Zeqian Li Yifei Huang Weidi Xie CLL 76 0 0 28 Apr 2025
Exploiting Mixture-of-Experts Redundancy Unlocks Multimodal Generative Abilities Raman Dutt Harleen Hanspal Guoxuan Xia Petru-Daniel Tudosiu Alexander Black Yongxin Yang Steven G. McDonagh Sarah Parisot MoE 38 0 0 28 Mar 2025
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Y. Wang Shengqiong Wu Y. Zhang William Yang Wang Ziwei Liu Jiebo Luo Hao Fei LRM 84 7 0 16 Mar 2025
AudioX: Diffusion Transformer for Anything-to-Audio Generation Zeyue Tian Yizhu Jin Zhaoyang Liu Ruibin Yuan Xu Tan Qifeng Chen Wei Xue Y. Guo 65 3 0 13 Mar 2025
Baichuan-Omni-1.5 Technical Report Yadong Li J. Liu Tao Zhang Tao Zhang S. Chen ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Weipeng Chen AuLLM 67 10 0 28 Jan 2025
VisionLLM v2: An End-to-End Generalist Multimodal Large Language Model for Hundreds of Vision-Language Tasks Jiannan Wu Muyan Zhong Sen Xing Zeqiang Lai Zhaoyang Liu ... Lewei Lu Tong Lu Ping Luo Yu Qiao Jifeng Dai MLLM VLM LRM 91 45 0 03 Jan 2025
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip H. S. Torr VLM ObjD 117 0 0 12 Dec 2024
Ichigo: Mixed-Modal Early-Fusion Realtime Voice Assistant Alan Dao Dinh Bach Vu Huy Hoang Ha AuLLM VLM 59 3 0 20 Oct 2024
MIO: A Foundation Model on Multimodal Tokens Zekun Wang King Zhu Chunpu Xu Wangchunshu Zhou Jiaheng Liu ... Yuanxing Zhang Ge Zhang Ke Xu Jie Fu Wenhao Huang MLLM AuLLM 48 11 0 26 Sep 2024
EMOVA: Empowering Language Models to See, Hear and Speak with Vivid Emotions Kai Chen Yunhao Gou Runhui Huang Zhili Liu Daxin Tan ... Qun Liu Jun Yao Lu Hou Hang Xu Hang Xu AuLLM MLLM VLM 62 21 0 26 Sep 2024
OmniBench: Towards The Future of Universal Omni-Language Models Yizhi Li Ge Zhang Yinghao Ma Ruibin Yuan Kang Zhu ... Zhaoxiang Zhang Zachary Liu Emmanouil Benetos Wenhao Huang Chenghua Lin LRM 44 11 0 23 Sep 2024
AdaNAT: Exploring Adaptive Policy for Token-Based Image Generation Zanlin Ni Yulin Wang Renping Zhou Rui Lu Jiayi Guo Jinyi Hu Zhiyuan Liu Yuan Yao Gao Huang 25 7 0 31 Aug 2024
WavTokenizer: an Efficient Acoustic Discrete Codec Tokenizer for Audio Language Modeling Shengpeng Ji Ziyue Jiang Xize Cheng Yifu Chen Minghui Fang ... Rongjie Huang Yidi Jiang Qian Chen Zhou Zhao Zhou Zhao VLM 49 32 0 29 Aug 2024
ANOLE: An Open, Autoregressive, Native Large Multimodal Models for Interleaved Image-Text Generation Ethan Chern Jiadi Su Yan Ma Pengfei Liu MLLM 24 26 0 08 Jul 2024
Holistic Evaluation for Interleaved Text-and-Image Generation Minqian Liu Zhiyang Xu Zihao Lin Trevor Ashby Joy Rimchala Jiaxin Zhang Lifu Huang EGVM 36 7 0 20 Jun 2024
Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model Kuan-Chih Huang Xiangtai Li Lu Qi Shuicheng Yan Ming-Hsuan Yang LRM 60 9 0 27 May 2024
Uni-MoE: Scaling Unified Multimodal LLMs with Mixture of Experts Yunxin Li Shenyuan Jiang Baotian Hu Longyue Wang Wanqi Zhong Wenhan Luo Lin Ma Min-Ling Zhang MoE 30 27 0 18 May 2024
CoDi-2: In-Context, Interleaved, and Interactive Any-to-Any Generation Zineng Tang Ziyi Yang Mahmoud Khademi Yang Liu Chenguang Zhu Mohit Bansal LRM MLLM AuLLM 52 44 0 30 Nov 2023
Diffusion Language Models Can Perform Many Tasks with Scaling and Instruction-Finetuning Jiasheng Ye Zaixiang Zheng Yu Bao Lihua Qian Quanquan Gu DiffM 48 14 0 23 Aug 2023
Make-An-Audio: Text-To-Audio Generation with Prompt-Enhanced Diffusion Models Rongjie Huang Jia-Bin Huang Dongchao Yang Yi Ren Luping Liu Mingze Li Zhenhui Ye Jinglin Liu Xiaoyue Yin Zhou Zhao DiffM 140 304 0 30 Jan 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015