Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens

Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens

Computer Vision and Pattern Recognition (CVPR), 2025

20 April 2025

Juncheng Billy Li

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Papers citing "Generative Multimodal Pretraining with Discrete Diffusion Timestep Tokens"

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Title
REAR: Rethinking Visual Autoregressive Models via Generator-Tokenizer Consistency Regularization Qiyuan He Y. Li Haotian Ye Jinghao Wang Xinyao Liao Pheng-Ann Heng Stefano Ermon James Zou Angela Yao DiffM VGen 204 1 0 06 Oct 2025
Reconstruction Alignment Improves Unified Multimodal Models Ji Xie Trevor Darrell Luke Zettlemoyer Xudong Wang 174 13 0 08 Sep 2025
Towards Meta-Cognitive Knowledge Editing for Multimodal LLMs Zhaoyu Fan Kaihang Pan Mingze Zhou Bosheng Qin Juncheng Billy Li Shengyu Zhang Wenqiao Zhang Siliang Tang Fei Wu Yueting Zhuang KELM 120 0 0 06 Sep 2025
TAP: Parameter-efficient Task-Aware Prompting for Adverse Weather Removal Hanting Wang Shengpeng Ji Shulei Wang Hai Huang Xiao Jin Qifei Zhang Tao Jin 68 0 0 11 Aug 2025
Discrete Tokenization for Multimodal LLMs: A Comprehensive Survey Jindong Li Yali Fu Jiahong Liu Linxiao Cao Wei Ji Menglin Yang Irwin King Ming-Hsuan Yang OffRL 134 2 0 21 Jul 2025
What Limits Virtual Agent Application? OmniBench: A Scalable Multi-Dimensional Benchmark for Essential Virtual Agent Capabilities Wendong Bu Yang Wu Qifan Yu Minghe Gao Bingchen Miao ... Mengze Li Wei Ji Juncheng Billy Li Siliang Tang Yueting Zhuang ELM 145 2 0 10 Jun 2025
FocusDiff: Advancing Fine-Grained Text-Image Alignment for Autoregressive Visual Generation through RL Kaihang Pan Wendong Bu Y. Wu Yang Wu Kai Shen Yunfei Li Hang Zhao Juncheng Billy Li Siliang Tang Yueting Zhuang 198 9 0 05 Jun 2025
FUDOKI: Discrete Flow-based Unified Understanding and Generation via Kinetic-Optimal Velocities Jin Wang Yao Lai Aoxue Li Shifeng Zhang Jiacheng Sun Ning Kang Chengyue Wu Zhenguo Li Ping Luo 342 17 0 26 May 2025
KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models Yongliang Wu Zonghui Li Xinting Hu Xinyu Ye Xianfang Zeng Gang Yu Wenbo Zhu Bernt Schiele Ming-Hsuan Yang Xu Yang VLM 252 21 0 22 May 2025
Reasoning Physical Video Generation with Diffusion Timestep Tokens via Reinforcement Learning Wang Lin Liyu Jia Wentao Hu Kaihang Pan Zhongqi Yue Wei Zhao Jingyuan Chen Fei Wu Hanwang Zhang VGen 238 8 0 22 Apr 2025
Boosting Virtual Agent Learning and Reasoning: A Step-Wise, Multi-Dimensional, and Generalist Reward Model with Benchmark Bingchen Miao Y. Wu Minghe Gao Qifan Yu Wendong Bu Wenqiao Zhang Yunfei Li Siliang Tang Tat-Seng Chua Juncheng Billy Li LLMAG LRM 360 3 0 24 Mar 2025
Janus-Pro: Unified Multimodal Understanding and Generation with Data and Model Scaling Xiaokang Chen Zhiyu Wu Xingchao Liu Zizheng Pan Wen Liu Zhenda Xie X. Yu Chong Ruan AI4TS 510 434 0 29 Jan 2025
VARGPT: Unified Understanding and Generation in a Visual Autoregressive Multimodal Large Language Model Xianwei Zhuang Yuxin Xie Yufan Deng Liming Liang Jinghan Ru Yuguo Yin Yuexian Zou MLLM VLM LRM 285 27 0 21 Jan 2025
AnyEdit: Mastering Unified High-Quality Image Editing for Any IdeaComputer Vision and Pattern Recognition (CVPR), 2024 Qifan Yu Wei Chow Zhongqi Yue Kaihang Pan Yang Wu Xiaoyang Wan Juncheng Billy Li Siliang Tang Hao Zhang Yueting Zhuang DiffM 437 107 0 24 Nov 2024
GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed GraphsThe Web Conference (WWW), 2024 Yun Zhu Haizhou Shi Xiaotang Wang Yongchao Liu Yaoke Wang Boci Peng Chuntao Hong Siliang Tang VLM 519 33 0 14 Oct 2024
Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining Dongyang Liu Shitian Zhao Le Zhuo Weifeng Lin Ping Luo Xinyue Li Qi Qin Yu Qiao Hongsheng Li Peng Gao MLLM 361 106 0 05 Aug 2024
Chameleon: Mixed-Modal Early-Fusion Foundation Models Chameleon Team MLLM 488 601 0 16 May 2024