Why Are Conditional Generative Models Better Than Unconditional Ones?

1 December 2022

Jun Zhu

Papers citing "Why Are Conditional Generative Models Better Than Unconditional Ones?"

22 / 22 papers shown

Title
Highly Compressed Tokenizer Can Generate Without Training Lukas Lao Beyer T. Li X. Chen S. Karaman K. He DiffM VLM 20 0 0 09 Jun 2025
Versatile Cardiovascular Signal Generation with a Unified Diffusion Transformer Zehua Chen Yuyang Miao L. Wang Luyun Fan Danilo Mandic Jun Zhu DiffM MedIm 60 0 0 28 May 2025
Challenges and Limitations in the Synthetic Generation of mHealth Sensor Data Flavio Di Martino Franca Delmastro 72 0 0 20 May 2025
DDAE++: Enhancing Diffusion Models Towards Unified Generative and Discriminative Learning Weilai Xiang Hongyu Yang Di Huang Yunhong Wang 132 0 0 16 May 2025
Rethinking Diffusion Model in High Dimension Zhenxin Zheng Zhenjie Zheng DiffM 101 0 0 11 Mar 2025
CAFusion: Controllable Anatomical Synthesis of Perirectal Lymph Nodes via SDF-guided Diffusion Weidong Guo Hantao Zhang Shouhong Wan Bingbing Zou Wanqin Wang Chenyang Qiu Peiquan Jin MedIm 99 0 0 10 Mar 2025
CtrTab: Tabular Data Synthesis with High-Dimensional and Limited Data Zuqing Li Jianzhong Qi Junhao Gan DiffM 90 0 0 09 Mar 2025
Proteina: Scaling Flow-based Protein Structure Generative Models Tomas Geffner Kieran Didi Zuobai Zhang Danny Reidenbach Zhonglin Cao ... Mario Geiger Christian Dallago E. Küçükbenli Arash Vahdat Karsten Kreis DiffM AI4CE 92 12 0 02 Mar 2025
DisCo-Diff: Enhancing Continuous Diffusion Models with Discrete Latents Yilun Xu Gabriele Corso Tommi Jaakkola Arash Vahdat Karsten Kreis 104 14 0 03 Jul 2024
Cross-Domain Graph Data Scaling: A Showcase with Diffusion Models Wenzhuo Tang Haitao Mao Danial Dervovic Ivan Brugere Saumitra Mishra Yuying Xie Jiliang Tang 74 3 0 04 Jun 2024
Scaling Up Deep Clustering Methods Beyond ImageNet-1K Nikolas Adaloglou Félix D. P. Michels Kaspar Senft Diana Petrusheva M. Kollmann 111 1 0 03 Jun 2024
A Survey on Diffusion Models for Time Series and Spatio-Temporal Data Yiyuan Yang Ming Jin Haomin Wen Chaoli Zhang Yuxuan Liang ... Bin Yang Zenglin Xu Jiang Bian Shirui Pan Qingsong Wen DiffM AI4TS SyDa 130 45 0 29 Apr 2024
Generalized Predictive Model for Autonomous Driving Jiazhi Yang Shenyuan Gao Yihang Qiu Li Chen Tianyu Li ... Ping Luo Jun Zhang Andreas Geiger Yu Qiao Hongyang Li VGen 135 76 0 14 Mar 2024
Rethinking cluster-conditioned diffusion models Nikolas Adaloglou Tim Kaiser Félix D. P. Michels M. Kollmann VLM 81 3 0 01 Mar 2024
Trajectory Consistency Distillation: Improved Latent Consistency Distillation by Semi-Linear Consistency Function with Trajectory Mapping Jianbin Zheng Minghui Hu Zhongyi Fan Chaoyue Wang Changxing Ding Dacheng Tao Tat-Jen Cham 117 30 0 29 Feb 2024
MotionMix: Weakly-Supervised Diffusion for Controllable Motion Generation Nhat M. Hoang Kehong Gong Chuan Guo Michael Bi Mi DiffM 70 8 0 20 Jan 2024
Guided Diffusion from Self-Supervised Diffusion Features Vincent Tao Hu Yunlu Chen Mathilde Caron Yuki M. Asano Cees G. M. Snoek Bjorn Ommer 91 11 0 14 Dec 2023
Masked Generative Modeling with Enhanced Sampling Scheme Daesoo Lee Erlend Aune Sara Malacarne DiffM 52 3 0 14 Sep 2023
Toward Understanding Generative Data Augmentation Chenyu Zheng Guoqiang Wu Chongxuan Li 96 31 0 27 May 2023
SlotDiffusion: Object-Centric Generative Modeling with Diffusion Models Ziyi Wu Jingyu Hu Wuyue Lu Igor Gilitschenski Animesh Garg DiffM OCL 126 47 0 18 May 2023
Visual Chain-of-Thought Diffusion Models William Harvey Frank Wood DiffM VLM 84 8 0 28 Mar 2023
Diffusion Models and Semi-Supervised Learners Benefit Mutually with Few Labels Zebin You Yong Zhong Fan Bao Jiacheng Sun Chongxuan Li Jun Zhu DiffM VLM 283 42 0 21 Feb 2023