Title
T2S: High-resolution Time Series Generation with Text-to-Series Diffusion Models Yunfeng Ge Jiawei Li Yiji Zhao Haomin Wen Zhao Li M. Qiu H. Li Ming Jin Shirui Pan DiffM 38 0 0 05 May 2025
Shape Modeling of Longitudinal Medical Images: From Diffeomorphic Metric Mapping to Deep Learning Edwin Tay Nazli Tümer Amir A. Zadpoor MedIm 42 0 0 27 Mar 2025
Vision-Enhanced Time Series Forecasting via Latent Diffusion Models Weilin Ruan Siru Zhong Haomin Wen Yuxuan Liang AI4TS 64 1 0 16 Feb 2025
A Survey on Diffusion Models for Anomaly Detection J. Liu Zhenchao Ma Zepu Wang Y. Liu Zehua Wang Peng Sun Liang Song Bo Hu Azzedine Boukerche Victor C.M. Leung DiffM MedIm 37 2 0 20 Jan 2025
Continuous Ensemble Weather Forecasting with Diffusion models Martin Andrae Tomas Landelius Joel Oskarsson Fredrik Lindsten AI4Cl 27 2 0 07 Oct 2024
TacDiffusion: Force-domain Diffusion Policy for Precise Tactile Manipulation Yansong Wu Zongxie Chen Fan Wu L. Chen Liding Zhang Zhenshan Bing Abdalla Swikir Sami Haddadin Sami Haddadin 55 7 0 17 Sep 2024
State-observation augmented diffusion model for nonlinear assimilation with unknown dynamics Zhuoyuan Li Bin Dong Linyue Chu 18 0 0 31 Jul 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 47 0 0 17 Apr 2024
Data Limitations for Modeling Top-Down Effects on Drivers' Attention Iuliia Kotseruba John K. Tsotsos 24 1 0 12 Apr 2024
Foundation Models for Time Series Analysis: A Tutorial and Survey Yuxuan Liang Haomin Wen Yuqi Nie Yushan Jiang Ming Jin Dongjin Song Shirui Pan Qingsong Wen AI4TS AI4CE 84 108 0 21 Mar 2024
Intention-aware Denoising Diffusion Model for Trajectory Prediction Chen Liu Shibo He Haoyu Liu Jiming Chen DiffM 27 5 0 14 Mar 2024
Time Weaver: A Conditional Time Series Generation Model Sai Shankar Narasimhan Shubhankar Agarwal Oguzhan Akcin Sujay Sanghavi Sandeep P. Chinchali DiffM MedIm 26 20 0 05 Mar 2024
TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables Yuxuan Wang Haixu Wu Jiaxiang Dong Yong Liu Yunzhong Qiu Haoran Zhang Jianmin Wang Mingsheng Long AI4TS 50 43 0 29 Feb 2024
DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load Siyang Li Hui Xiong Yize Chen 21 3 0 21 Feb 2024
A Gated MLP Architecture for Learning Topological Dependencies in Spatio-Temporal Graphs Yuncheol Choi Minho Lee Sun Woo Park Seunghwan Lee Joohwan Ko 21 1 0 29 Jan 2024
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Yiyuan Yang Weizheng Wang Kaixiang Yang 15 5 0 18 Jan 2024
Adversarial Purification for Data-Driven Power System Event Classifiers with Diffusion Models Yuanbin Cheng Koji Yamashita Jim Follum Nanpeng Yu AAML 21 2 0 13 Nov 2023
Predicting the Position Uncertainty at the Time of Closest Approach with Diffusion Models Marta Guimarães Cláudia Soares Chiara Manfletti 32 2 0 09 Nov 2023
Customized Load Profiles Synthesis for Electricity Customers Based on Conditional Diffusion Models Zhen-yu Wang Hongcai Zhang DiffM 24 14 0 24 Apr 2023
Spatio-Temporal Graph Neural Networks for Predictive Learning in Urban Computing: A Survey G. Jin Yuxuan Liang Yuchen Fang Zezhi Shao Jincai Huang Junbo Zhang Yu Zheng AI4TS AI4CE 81 170 0 25 Mar 2023
DiffuseRoll: Multi-track multi-category music generation based on diffusion model Hongfei Wang DiffM 26 3 0 14 Mar 2023
EEG Synthetic Data Generation Using Probabilistic Diffusion Models Giulio Tosato Cesare M. Dalbagno Francesco Fumagalli DiffM 45 11 0 06 Mar 2023
Poisson Flow Generative Models Yilun Xu Ziming Liu M. Tegmark Tommi Jaakkola 82 81 0 22 Sep 2022
Soft Diffusion: Score Matching for General Corruptions Giannis Daras M. Delbracio Hossein Talebi A. Dimakis P. Milanfar DiffM 55 105 0 12 Sep 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 186 1,098 0 10 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 213 1,277 0 02 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 166 768 0 27 May 2022
Accelerating Diffusion Models via Early Stop of the Diffusion Process Zhaoyang Lyu Xu Xudong Ceyuan Yang Dahua Lin Bo Dai DiffM 185 90 0 25 May 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 204 770 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero F. I. F. Richard Yu Radu Timofte Luc Van Gool DiffM 203 1,330 0 24 Jan 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 187 508 0 06 Dec 2021
Palette: Image-to-Image Diffusion Models Chitwan Saharia William Chan Huiwen Chang Chris A. Lee Jonathan Ho Tim Salimans David J. Fleet Mohammad Norouzi DiffM VLM 325 1,570 0 10 Nov 2021
Anomaly Detection in Multi-Agent Trajectories for Automated Driving Julian Wiederer Arij Bouazizi Marco Troina U. Kressel Vasileios Belagiannis 30 22 0 15 Oct 2021
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions Emiel Hoogeboom Didrik Nielsen P. Jaini Patrick Forré Max Welling DiffM 202 392 0 10 Feb 2021
Generative Spoken Language Modeling from Raw Audio Kushal Lakhotia Evgeny Kharitonov Wei-Ning Hsu Yossi Adi Adam Polyak ... Tu Nguyen Jade Copet Alexei Baevski A. Mohamed Emmanuel Dupoux AuLLM 174 336 0 01 Feb 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 229 74,467 0 18 May 2015