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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
Modeling Temporal Data as Continuous Functions with Stochastic Process Diffusion Marin Bilos Kashif Rasul Anderson Schneider Yuriy Nevmyvaka Stephan Günnemann DiffM 111 36 0 04 Nov 2022
Cold Diffusion for Speech Enhancement Hao Yen François Germain Gordon Wichern Jonathan Le Roux DiffM 96 45 0 04 Nov 2022
NoreSpeech: Knowledge Distillation based Conditional Diffusion Model for Noise-robust Expressive TTS Dongchao Yang Songxiang Liu Jianwei Yu Helin Wang Chao Weng Yuexian Zou DiffM VLM 89 18 0 04 Nov 2022
Analysing Diffusion-based Generative Approaches versus Discriminative Approaches for Speech Restoration Jean-Marie Lemercier Julius Richter Simon Welker Timo Gerkmann DiffM 98 37 0 04 Nov 2022
Efficient Spatially Sparse Inference for Conditional GANs and Diffusion Models Zhekai Zhang Ji Lin Chenlin Meng Stefano Ermon Song Han Jun-Yan Zhu DiffM 144 49 0 03 Nov 2022
Evaluating a Synthetic Image Dataset Generated with Stable Diffusion Andreas Stöckl 92 23 0 03 Nov 2022
An optimal control perspective on diffusion-based generative modeling Julius Berner Lorenz Richter Karen Ullrich DiffM 154 97 0 02 Nov 2022
eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers Yogesh Balaji Seungjun Nah Xun Huang Arash Vahdat Jiaming Song ... Timo Aila S. Laine Bryan Catanzaro Tero Karras Xuan Li VLM MoE 221 833 0 02 Nov 2022
Generation of Anonymous Chest Radiographs Using Latent Diffusion Models for Training Thoracic Abnormality Classification Systems Kai Packhauser Lukas Folle Florian Thamm Andreas Maier DiffM MedIm 116 64 0 02 Nov 2022
Concrete Score Matching: Generalized Score Matching for Discrete Data Chenlin Meng Kristy Choi Jiaming Song Stefano Ermon DiffM 262 71 0 02 Nov 2022
DPM-Solver++: Fast Solver for Guided Sampling of Diffusion Probabilistic Models Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 252 616 0 02 Nov 2022
SSD-LM: Semi-autoregressive Simplex-based Diffusion Language Model for Text Generation and Modular Control Xiaochuang Han Sachin Kumar Yulia Tsvetkov 169 91 0 31 Oct 2022
Guided Conditional Diffusion for Controllable Traffic Simulation Ziyuan Zhong Davis Rempe Danfei Xu Yuxiao Chen Sushant Veer Tong Che Baishakhi Ray Marco Pavone 89 159 0 31 Oct 2022
Lipschitz-regularized gradient flows and generative particle algorithms for high-dimensional scarce data Hyemin Gu Panagiota Birmpa Yannis Pantazis Luc Rey-Bellet Markos A. Katsoulakis 103 2 0 31 Oct 2022
DiffusER: Discrete Diffusion via Edit-based Reconstruction Machel Reid Vincent J. Hellendoorn Graham Neubig DiffM 126 42 0 30 Oct 2022
MagicMix: Semantic Mixing with Diffusion Models Jun Hao Liew Hanshu Yan Daquan Zhou Jiashi Feng DiffM 233 64 0 28 Oct 2022
Conditioning and Sampling in Variational Diffusion Models for Speech Super-Resolution Chin-Yun Yu Sung-Lin Yeh Gyorgy Fazekas Hao Tang DiffM 80 21 0 27 Oct 2022
Language Control Diffusion: Efficiently Scaling through Space, Time, and Tasks Edwin Zhang Yujie Lu William Wang Amy Zhang DiffM LM&Ro 73 18 0 27 Oct 2022
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation Xutao Guo Yanwu Yang Hanyang Peng Shangfeng Lu Yang Xiang Tingxia Ma MedIm DiffM 92 35 0 27 Oct 2022
Categorical SDEs with Simplex Diffusion Pierre Harvey Richemond Sander Dieleman Arnaud Doucet DiffM 72 26 0 26 Oct 2022
Towards the Detection of Diffusion Model Deepfakes Jonas Ricker Simon Damm Thorsten Holz Asja Fischer DiffM 149 107 0 26 Oct 2022
A Survey on Artificial Intelligence for Music Generation: Agents, Domains and Perspectives Carlos Hernandez-Olivan Javier Hernandez-Olivan J. R. Beltrán MGen 98 7 0 25 Oct 2022
From Points to Functions: Infinite-dimensional Representations in Diffusion Models Sarthak Mittal Guillaume Lajoie Stefan Bauer Arash Mehrjou DiffM 93 30 0 25 Oct 2022
Structure-based Drug Design with Equivariant Diffusion Models Arne Schneuing Yuanqi Du Charles Harris Arian R. Jamasb Ilia Igashov ... Pietro Lio Carla P. Gomes Max Welling Michael M. Bronstein B. Correia DiffM 158 229 0 24 Oct 2022
Deep Equilibrium Approaches to Diffusion Models Ashwini Pokle Zhengyang Geng Zico Kolter DiffM 96 43 0 23 Oct 2022
Diffusion Visual Counterfactual Explanations Maximilian Augustin Valentyn Boreiko Francesco Croce Matthias Hein DiffM BDL 78 74 0 21 Oct 2022
Graphically Structured Diffusion Models Christian D. Weilbach William Harvey Frank Wood DiffM 87 7 0 20 Oct 2022
Representation Learning with Diffusion Models Jeremias Traub DiffM 97 8 0 20 Oct 2022
Diffusion Models already have a Semantic Latent Space Mingi Kwon Jaeseok Jeong Youngjung Uh 103 262 0 20 Oct 2022
A Pareto-optimal compositional energy-based model for sampling and optimization of protein sequences Natavsa Tagasovska Nathan C. Frey Andreas Loukas I. Hotzel J. Lafrance-Vanasse ... A. Rajpal Richard Bonneau Kyunghyun Cho Stephen Ra Vladimir Gligorijević 88 11 0 19 Oct 2022
OCR-VQGAN: Taming Text-within-Image Generation Juan A. Rodriguez David Vazquez I. Laradji M. Pedersoli Pau Rodríguez López 152 20 0 19 Oct 2022
Differentially Private Diffusion Models Tim Dockhorn Tianshi Cao Arash Vahdat Karsten Kreis DiffM 93 100 0 18 Oct 2022
Generative models uncertainty estimation Lucio Anderlini Constantine Chimpoesh N. Kazeev Agata Shishigina 30 4 0 18 Oct 2022
Improving Adversarial Robustness by Contrastive Guided Diffusion Process Yidong Ouyang Liyan Xie Guang Cheng 67 8 0 18 Oct 2022
Deep Data Augmentation for Weed Recognition Enhancement: A Diffusion Probabilistic Model and Transfer Learning Based Approach Dong Chen Xinda Qi Yu Zheng Yuzhen Lu Zhao Li DiffM 72 15 0 18 Oct 2022
UniTune: Text-Driven Image Editing by Fine Tuning a Diffusion Model on a Single Image Dani Valevski Matan Kalman Eyal Molad Eyal Segalis Yossi Matias Yaniv Leviathan DiffM 106 41 0 17 Oct 2022
Token Merging: Your ViT But Faster Daniel Bolya Cheng-Yang Fu Xiaoliang Dai Peizhao Zhang Christoph Feichtenhofer Judy Hoffman MoMe 135 475 0 17 Oct 2022
Imagic: Text-Based Real Image Editing with Diffusion Models Bahjat Kawar Shiran Zada Oran Lang Omer Tov Hui-Tang Chang Tali Dekel Inbar Mosseri Michal Irani 141 1,106 0 17 Oct 2022
Meta-Learning via Classifier(-free) Diffusion Guidance Elvis Nava Seijin Kobayashi Yifei Yin Robert K. Katzschmann Benjamin Grewe VLM 75 6 0 17 Oct 2022
DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models Shansan Gong Mukai Li Jiangtao Feng Zhiyong Wu Lingpeng Kong 96 335 0 17 Oct 2022
Blind Super-Resolution for Remote Sensing Images via Conditional Stochastic Normalizing Flows Hanlin Wu Ning Ni Shan Wang Li-bao Zhang 66 8 0 14 Oct 2022
TransFusion: Transcribing Speech with Multinomial Diffusion Matthew Baas Kevin Eloff Herman Kamper DiffM 34 4 0 14 Oct 2022
Is synthetic data from generative models ready for image recognition? Ruifei He Shuyang Sun Xin Yu Chuhui Xue Wenqing Zhang Philip Torr Song Bai Xiaojuan Qi 135 302 0 14 Oct 2022
Policy Gradient With Serial Markov Chain Reasoning Edoardo Cetin Oya Celiktutan BDL LRM 58 2 0 13 Oct 2022
Self-Guided Diffusion Models Vincent Tao Hu David W. Zhang Yuki M. Asano Gertjan J. Burghouts Cees G. M. Snoek 130 33 0 12 Oct 2022
A Generalist Framework for Panoptic Segmentation of Images and Videos Ting-Li Chen Lala Li Saurabh Saxena Geoffrey E. Hinton David J. Fleet VGen MLLM 121 104 0 12 Oct 2022
Diffusion Models for Causal Discovery via Topological Ordering Pedro Sanchez Xiao Liu Alison Q. OÑeil Sotirios A. Tsaftaris DiffM 155 49 0 12 Oct 2022
LION: Latent Point Diffusion Models for 3D Shape Generation Fangyin Wei Arash Vahdat Francis Williams Zan Gojcic Or Litany Sanja Fidler Karsten Kreis DiffM 189 507 0 12 Oct 2022
Human Joint Kinematics Diffusion-Refinement for Stochastic Motion Prediction Dong Wei Huaijiang Sun Bin Li Jianfeng Lu Weiqing Li Xiaoning Sun Sheng-liang Hu DiffM VGen 63 38 0 12 Oct 2022
3D Brain and Heart Volume Generative Models: A Survey Yanbin Liu Girish Dwivedi F. Boussaïd Bennamoun MedIm AI4CE 107 6 0 12 Oct 2022