Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action

28 December 2023

Papers citing "Unified-IO 2: Scaling Autoregressive Multimodal Models with Vision, Language, Audio, and Action"

32 / 32 papers shown

Title
The Moon's Many Faces: A Single Unified Transformer for Multimodal Lunar Reconstruction Tom Sander Moritz Tenthoff Kay Wohlfarth Christian Wöhler 31 0 0 08 May 2025
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 74 0 0 05 May 2025
FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning Jie Ma Zhitao Gao Qi Chai J. Liu P. Wang Jing Tao Zhou Su 48 0 0 01 Apr 2025
UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing Tsu-jui Fu Yusu Qian Chen Chen Wenze Hu Zhe Gan Y. Yang 89 1 0 16 Mar 2025
Direction-Aware Diagonal Autoregressive Image Generation Yijia Xu Jianzhong Ju Jian Luan J. Cui 57 0 0 14 Mar 2025
Unleashing the Potential of Large Language Models for Text-to-Image Generation through Autoregressive Representation Alignment Xing Xie Jiawei Liu Ziyue Lin Huijie Fan Zhi-Long Han Yandong Tang Liangqiong Qu 44 0 0 10 Mar 2025
Knowledge Bridger: Towards Training-free Missing Multi-modality Completion Guanzhou Ke Shengfeng He X. Wang Bo Wang Guoqing Chao Y. Zhang Yi Xie HeXing Su 68 0 0 27 Feb 2025
Chitranuvad: Adapting Multi-Lingual LLMs for Multimodal Translation Shaharukh Khan Ayush Tarun Ali Faraz Palash Kamble Vivek Dahiya Praveen Kumar Pokala Ashish Kulkarni Chandra Khatri Abhinav Ravi Shubham Agarwal 130 0 0 27 Feb 2025
M2-omni: Advancing Omni-MLLM for Comprehensive Modality Support with Competitive Performance Qingpei Guo Kaiyou Song Zipeng Feng Ziping Ma Qinglong Zhang ... Yunxiao Sun Tai-WeiChang Jingdong Chen Ming Yang Jun Zhou MLLM VLM 82 3 0 26 Feb 2025
VLAS: Vision-Language-Action Model With Speech Instructions For Customized Robot Manipulation Wei Zhao Pengxiang Ding M. Zhang Zhefei Gong Shuanghao Bai H. Zhao Donglin Wang 87 6 0 24 Feb 2025
LOVA3: Learning to Visual Question Answering, Asking and Assessment Henry Hengyuan Zhao Pan Zhou Difei Gao Zechen Bai Mike Zheng Shou 77 8 0 21 Feb 2025
Uni-Retrieval: A Multi-Style Retrieval Framework for STEM's Education Yanhao Jia Xinyi Wu Hao Li Qinglin Zhang Yuxiao Hu Shuai Zhao Wenqi Fan 48 2 0 09 Feb 2025
Next Patch Prediction for Autoregressive Visual Generation Yatian Pang Peng Jin Shuo Yang Bin Lin Bin Zhu ... Liuhan Chen Francis E. H. Tay Ser-Nam Lim Harry Yang Li Yuan 120 8 0 19 Dec 2024
OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows Shufan Li Konstantinos Kallidromitis Akash Gokul Zichun Liao Yusuke Kato Kazuki Kozuka Aditya Grover VGen 92 5 0 02 Dec 2024
The Semantic Hub Hypothesis: Language Models Share Semantic Representations Across Languages and Modalities Zhaofeng Wu Xinyan Velocity Yu Dani Yogatama Jiasen Lu Yoon Kim AIFin 46 10 0 07 Nov 2024
Enhancing Robustness in Deep Reinforcement Learning: A Lyapunov Exponent Approach Rory Young Nicolas Pugeault AAML 57 3 0 14 Oct 2024
LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding Doohyuk Jang Sihwan Park J. Yang Yeonsung Jung Jihun Yun Souvik Kundu Sung-Yub Kim Eunho Yang 49 7 0 04 Oct 2024
From Pixels to Tokens: Byte-Pair Encoding on Quantized Visual Modalities Wanpeng Zhang Zilong Xie Yicheng Feng Yijiang Li Xingrun Xing Sipeng Zheng Zongqing Lu MLLM 30 0 0 03 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 58 11 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
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions Weifeng Lin Xinyu Wei Renrui Zhang Le Zhuo Shitian Zhao ... Junlin Xie Junlin Xie Yu Qiao Peng Gao Hongsheng Li MLLM DiffM 57 10 0 23 Sep 2024
A Simple and Generalist Approach for Panoptic Segmentation Nedyalko Prisadnikov Wouter Van Gansbeke Danda Pani Paudel Luc Van Gool VLM 43 0 0 29 Aug 2024
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining Dongyang Liu Shitian Zhao Le Zhuo Weifeng Lin Yu Qiao Xinyue Li Qi Qin Yu Qiao Hongsheng Li Peng Gao MLLM 67 48 0 05 Aug 2024
MoMa: Efficient Early-Fusion Pre-training with Mixture of Modality-Aware Experts Xi Victoria Lin Akshat Shrivastava Liang Luo Srinivasan Iyer Mike Lewis Gargi Gosh Luke Zettlemoyer Armen Aghajanyan MoE 38 20 0 31 Jul 2024
Cognitively Inspired Energy-Based World Models Alexi Gladstone Ganesh Nanduru Md. Mofijul Islam Aman Chadha Jundong Li Tariq Iqbal 31 0 0 13 Jun 2024
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation Peize Sun Yi Jiang Shoufa Chen Shilong Zhang Bingyue Peng Ping Luo Zehuan Yuan VLM 62 221 0 10 Jun 2024
Towards Semantic Equivalence of Tokenization in Multimodal LLM Shengqiong Wu Hao Fei Xiangtai Li Jiayi Ji Hanwang Zhang Tat-Seng Chua Shuicheng Yan MLLM 61 31 0 07 Jun 2024
X-VILA: Cross-Modality Alignment for Large Language Model Hanrong Ye De-An Huang Yao Lu Zhiding Yu Wei Ping ... Jan Kautz Song Han Dan Xu Pavlo Molchanov Hongxu Yin MLLM VLM 40 29 0 29 May 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 60 255 0 16 May 2024
UniCode: Learning a Unified Codebook for Multimodal Large Language Models Sipeng Zheng Bohan Zhou Yicheng Feng Ye Wang Zongqing Lu VLM MLLM 43 7 0 14 Mar 2024
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion Shoubin Yu Jaehong Yoon Mohit Bansal 77 4 0 08 Feb 2024
Self-Supervised and Interpretable Anomaly Detection using Network Transformers Daniel L. Marino Chathurika S. Wickramasinghe C. Rieger Milos Manic 29 8 0 25 Feb 2022