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Deep Unsupervised Learning using Nonequilibrium Thermodynamics

12 March 2015

Jascha Narain Sohl-Dickstein

Papers citing "Deep Unsupervised Learning using Nonequilibrium Thermodynamics"

50 / 4,616 papers shown

Title
Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling Noam Elata T. Michaeli Michael Elad DiffM MedIm 70 9 0 11 Jul 2024
Enriching Information and Preserving Semantic Consistency in Expanding Curvilinear Object Segmentation Datasets Qin Lei Jiang Zhong Qizhu Dai DiffM 76 3 0 11 Jul 2024
What's the score? Automated Denoising Score Matching for Nonlinear Diffusions Raghav Singhal Mark Goldstein Rajesh Ranganath DiffM 122 4 0 10 Jul 2024
Generative Image as Action Models Mohit Shridhar Yat Long Lo Stephen James 119 12 0 10 Jul 2024
Green Screen Augmentation Enables Scene Generalisation in Robotic Manipulation Eugene Teoh Sumit Patidar Xiao Ma Stephen James 91 6 0 10 Jul 2024
MARS: Mixture of Auto-Regressive Models for Fine-grained Text-to-image Synthesis Wanggui He Siming Fu Mushui Liu Xierui Wang Wenyi Xiao ... Zhelun Yu Haoyuan Li Ziwei Huang Leilei Gan Hao Jiang DiffM 113 26 0 10 Jul 2024
InstructLayout: Instruction-Driven 2D and 3D Layout Synthesis with Semantic Graph Prior Chenguo Lin Yuchen Lin Panwang Pan Xuanyang Zhang Yadong Mu 3DV 116 2 0 10 Jul 2024
Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jian-Qing Zheng Yuanhan Mo Yang Sun Jiahua Li Fuping Wu Ziyang Wang Tonia Vincent Bartłomiej W. Papież DiffM MedIm 78 5 0 10 Jul 2024
Using Galaxy Evolution as Source of Physics-Based Ground Truth for Generative Models Yun Qi Li Tuan Do Evan Jones Bernie Boscoe Kevin Alfaro Zooey Nguyen 29 2 0 09 Jul 2024
Potential Based Diffusion Motion Planning Yunhao Luo Chen Sun Joshua B. Tenenbaum Yilun Du DiffM 98 19 0 08 Jul 2024
Structured Generations: Using Hierarchical Clusters to guide Diffusion Models Jorge da Silva Goncalves Laura Manduchi Moritz Vandenhirtz Julia E. Vogt DiffM 56 1 0 08 Jul 2024
Unmasking Trees for Tabular Data Calvin McCarter 90 3 0 08 Jul 2024
LaSe-E2V: Towards Language-guided Semantic-Aware Event-to-Video Reconstruction Kanghao Chen Hangyu Li Jiazhou Zhou Zeyu Wang Lin Wang DiffM VGen 82 2 0 08 Jul 2024
Quantum Dynamics of Machine Learning Peng Wang Maimaitiniyazi Maimaitiabudula AI4CE 23 1 0 07 Jul 2024
BiRoDiff: Diffusion policies for bipedal robot locomotion on unseen terrains Gvs Mothish Manan Tayal Shishir Kolathaya 94 5 0 07 Jul 2024
Exploring Phrase-Level Grounding with Text-to-Image Diffusion Model Danni Yang Ruohan Dong Jiayi Ji Yiwei Ma Haowei Wang Xiaoshuai Sun Rongrong Ji 89 3 0 07 Jul 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 190 10 0 07 Jul 2024
FreeCompose: Generic Zero-Shot Image Composition with Diffusion Prior Zhekai Chen Wen Wang Zhen Yang Zeqing Yuan Hao Chen Chunhua Shen DiffM 122 3 0 06 Jul 2024
PROUD: PaRetO-gUided Diffusion Model for Multi-objective Generation Yinghua Yao Yuangang Pan Jing Li Ivor Tsang Xin Yao 165 6 0 05 Jul 2024
Speed-accuracy relations for diffusion models: Wisdom from nonequilibrium thermodynamics and optimal transport Kotaro Ikeda Tomoya Uda Daisuke Okanohara Sosuke Ito DiffM 94 1 0 05 Jul 2024
Solutions to Deepfakes: Can Camera Hardware, Cryptography, and Deep Learning Verify Real Images? Alexander Vilesov Yuan Tian Nader Sehatbakhsh A. Kadambi 80 2 0 04 Jul 2024
Leveraging Latent Diffusion Models for Training-Free In-Distribution Data Augmentation for Surface Defect Detection Federico Girella Ziyue Liu Franco Fummi Francesco Setti Marco Cristani Luigi Capogrosso 98 4 0 04 Jul 2024
Timestep-Aware Correction for Quantized Diffusion Models Yuzhe Yao Feng Tian Jun Chen Haonan Lin Guang Dai Yong Liu Jingdong Wang DiffM MQ 97 5 0 04 Jul 2024
HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation Tao Chen Chenhui Wang Zhihao Chen Yiming Lei Hongming Shan MedIm 97 14 0 03 Jul 2024
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
Robot Shape and Location Retention in Video Generation Using Diffusion Models Peng Wang Zhihao Guo Abdul Latheef Sait Minh Huy Pham VGen 98 1 0 03 Jul 2024
Single Image Rolling Shutter Removal with Diffusion Models Zhanglei Yang Haipeng Li Mingbo Hong Chen-Lin Zhang Shuaicheng Liu Shuaicheng Liu DiffM 88 4 0 03 Jul 2024
Magic Insert: Style-Aware Drag-and-Drop Nataniel Ruiz Yuanzhen Li Neal Wadhwa Yael Pritch Michael Rubinstein David E. Jacobs Shlomi Fruchter DiffM 96 8 0 02 Jul 2024
Counterfactual Data Augmentation with Denoising Diffusion for Graph Anomaly Detection Chunjing Xiao Shikang Pang Xovee Xu Xuan Li Goce Trajcevski Fan Zhou DiffM 78 8 0 02 Jul 2024
Latent Diffusion Model for Generating Ensembles of Climate Simulations Johannes Meuer Maximilian Witte Tobias Sebastian Finn C. Timmreck Thomas Ludwig Christopher Kadow 29 0 0 02 Jul 2024
GVDIFF: Grounded Text-to-Video Generation with Diffusion Models Huanzhang Dou Ruixiang Li Wei Su Xi Li DiffM 96 1 0 02 Jul 2024
Enhancing Multi-Class Anomaly Detection via Diffusion Refinement with Dual Conditioning Jiawei Zhan Jinxiang Lai Bin-Bin Gao Jun Liu Xiaochen Chen Chengjie Wang 77 2 0 02 Jul 2024
Text-Aware Diffusion for Policy Learning Calvin Luo Mandy He Zilai Zeng Chen Sun 82 6 0 02 Jul 2024
No Training, No Problem: Rethinking Classifier-Free Guidance for Diffusion Models Seyedmorteza Sadat Manuel Kansy Otmar Hilliges Romann M. Weber 98 14 0 02 Jul 2024
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation Mario Villaizán-Vallelado Matteo Salvatori Carlos Segura Ioannis Arapakis MedIm DiffM 106 8 0 02 Jul 2024
Equivariant Diffusion Policy Dian Wang Stephen M. Hart David Surovik Tarik Kelestemur Haojie Huang Haibo Zhao Mark Yeatman Jiuguang Wang Robin Walters Robert Platt DiffM 135 30 0 01 Jul 2024
A Comprehensive Survey on Diffusion Models and Their Applications M. Ahsan S. Raman Yingtao Liu Zahed Siddique MedIm DiffM 146 3 0 01 Jul 2024
FORA: Fast-Forward Caching in Diffusion Transformer Acceleration Pratheba Selvaraju Tianyu Ding Tianyi Chen Ilya Zharkov Luming Liang 125 29 0 01 Jul 2024
Diffusion Forcing: Next-token Prediction Meets Full-Sequence Diffusion Boyuan Chen Diego Marti Monso Yilun Du Max Simchowitz Russ Tedrake Vincent Sitzmann DiffM 176 109 0 01 Jul 2024
Semantic-guided Adversarial Diffusion Model for Self-supervised Shadow Removal Ziqi Zeng Chen Zhao Weiling Cai Chenyu Dong DiffM 97 4 0 01 Jul 2024
Blind Inversion using Latent Diffusion Priors Weimin Bai Siyi Chen Wenzheng Chen He Sun DiffM 99 4 0 01 Jul 2024
An Expectation-Maximization Algorithm for Training Clean Diffusion Models from Corrupted Observations Weimin Bai Yifei Wang Wenzheng Chen He Sun 118 12 0 01 Jul 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 168 1 0 01 Jul 2024
Neural Conditional Probability for Uncertainty Quantification Vladimir Kostic Karim Lounici Grégoire Pacreau P. Novelli G. Turri Massimiliano Pontil TPM UQCV 144 0 0 01 Jul 2024
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models Chang-Han Yeh Chin-Yang Lin Zhixiang Wang Chi-Wei Hsiao Ting-Hsuan Chen Hau-Shiang Shiu Yu-Lun Liu VGen DiffM 202 6 0 01 Jul 2024
Diffusion Models and Representation Learning: A Survey Michael Fuest Pingchuan Ma Ming Gui Johannes S. Fischer Vincent Tao Hu Bjorn Ommer DiffM 104 24 0 30 Jun 2024
Posterior Sampling with Denoising Oracles via Tilted Transport Joan Bruna Jiequn Han DiffM MedIm 85 7 0 30 Jun 2024
Diffusion Models for Offline Multi-agent Reinforcement Learning with Safety Constraints Jianuo Huang OffRL 69 0 0 30 Jun 2024
LLM4GEN: Leveraging Semantic Representation of LLMs for Text-to-Image Generation Mushui Liu Yuhang Ma Yang Zhen Jun Dan Yunlong Yu Zeng Zhao Zhipeng Hu Bai Liu Changjie Fan VLM DiffM 133 20 0 30 Jun 2024
Maximum Entropy Inverse Reinforcement Learning of Diffusion Models with Energy-Based Models Sangwoong Yoon Himchan Hwang Dohyun Kwon Yung-Kyun Noh Frank C. Park 91 3 0 30 Jun 2024