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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
Overcoming challenges in leveraging GANs for few-shot data augmentation Christopher Beckham I. Laradji Pau Rodríguez López David Vazquez Derek Nowrouzezahrai C. Pal 36 1 0 30 Mar 2022
MolGenSurvey: A Systematic Survey in Machine Learning Models for Molecule Design Yuanqi Du Tianfan Fu Jimeng Sun Shengchao Liu AI4CE 185 90 0 28 Mar 2022
Stochastic Trajectory Prediction via Motion Indeterminacy Diffusion Tianpei Gu Guangyi Chen Junlong Li Chunze Lin Yongming Rao Jie Zhou Jiwen Lu DiffM VGen 483 215 0 25 Mar 2022
Efficient-VDVAE: Less is more Louay Hazami Rayhane Mama Ragavan Thurairatnam BDL 104 28 0 25 Mar 2022
BDDM: Bilateral Denoising Diffusion Models for Fast and High-Quality Speech Synthesis Max W. Y. Lam Jun Wang Jane Polak Scowcroft Dong Yu DiffM 103 97 0 25 Mar 2022
Make-A-Scene: Scene-Based Text-to-Image Generation with Human Priors Oran Gafni Adam Polyak Oron Ashual Shelly Sheynin Devi Parikh Yaniv Taigman DiffM 97 526 0 24 Mar 2022
MR Image Denoising and Super-Resolution Using Regularized Reverse Diffusion Hyungjin Chung Eunha Lee Jong Chul Ye DiffM MedIm 101 119 0 23 Mar 2022
Language modeling via stochastic processes Rose E. Wang Esin Durmus Noah D. Goodman Tatsunori Hashimoto BDL AI4TS 117 25 0 21 Mar 2022
Enhancement of Novel View Synthesis Using Omnidirectional Image Completion T. Hara Tatsuya Harada 73 11 0 18 Mar 2022
Diffusion Probabilistic Modeling for Video Generation Ruihan Yang Prakhar Srivastava Stephan Mandt DiffM VGen 166 268 0 16 Mar 2022
A Survey on Deep Graph Generation: Methods and Applications Yanqiao Zhu Yuanqi Du Yinkai Wang Yichen Xu Jieyu Zhang Qiang Liu Shu Wu 3DV GNN 124 75 0 13 Mar 2022
The Role of ImageNet Classes in Fréchet Inception Distance Tuomas Kynkaanniemi Tero Karras M. Aittala Timo Aila J. Lehtinen EGVM VLM 151 212 0 11 Mar 2022
Dynamic Dual-Output Diffusion Models Yaniv Benny Lior Wolf DiffM 81 26 0 08 Mar 2022
GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation Minkai Xu Lantao Yu Yang Song Chence Shi Stefano Ermon Jian Tang BDL DiffM 169 525 0 06 Mar 2022
Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image Reconstruction Yutong Xie Quanzheng Li DiffM MedIm 145 93 0 05 Mar 2022
One-shot Ultra-high-Resolution Generative Adversarial Network That Synthesizes 16K Images On A Single GPU Junseok Oh Donghwee Yoon Injung Kim 68 1 0 28 Feb 2022
Diffusion Causal Models for Counterfactual Estimation Pedro Sanchez Sotirios A. Tsaftaris DiffM BDL 102 76 0 21 Feb 2022
Pseudo Numerical Methods for Diffusion Models on Manifolds Luping Liu Yi Ren Zhijie Lin Zhou Zhao DiffM 174 657 0 20 Feb 2022
Truncated Diffusion Probabilistic Models and Diffusion-based Adversarial Auto-Encoders Huangjie Zheng Pengcheng He Weizhu Chen Mingyuan Zhou DiffM 92 46 0 19 Feb 2022
Understanding DDPM Latent Codes Through Optimal Transport Valentin Khrulkov Gleb Ryzhakov Andrei Chertkov Ivan Oseledets OT DiffM 77 53 0 14 Feb 2022
An Introduction to Neural Data Compression Yibo Yang Stephan Mandt Lucas Theis 147 125 0 14 Feb 2022
Do Inpainting Yourself: Generative Facial Inpainting Guided by Exemplars Wanglong Lu Hanli Zhao Xianta Jiang Xiaogang Jin Yong-Liang Yang Min Wang Jiankai Lyu Kaijie Shi 49 8 0 13 Feb 2022
A Review of Deep Learning-based Approaches for Deepfake Content Detection L. A. Passos D. Jodas K. Costa Luis A. Souza Júnior Douglas Rodrigues Javier Del Ser Danilo Colombo João Paulo Papa AAML 95 57 0 12 Feb 2022
Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality Daniel Watson William Chan Jonathan Ho Mohammad Norouzi DiffM BDL 98 183 0 11 Feb 2022
The Schrödinger Bridge between Gaussian Measures has a Closed Form Charlotte Bunne Ya-Ping Hsieh Marco Cuturi Andreas Krause OT 103 52 0 11 Feb 2022
Conditional Diffusion Probabilistic Model for Speech Enhancement Yen-Ju Lu Zhongqiu Wang Shinji Watanabe Alexander Richard Cheng Yu Yu Tsao DiffM 84 191 0 10 Feb 2022
Diffusion bridges vector quantized Variational AutoEncoders Max H. Cohen Guillaume Quispe Sylvain Le Corff Charles Ollion Eric Moulines DiffM 90 15 0 10 Feb 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Joey Tianyi Zhou ViT 258 193 0 08 Feb 2022
TACTiS: Transformer-Attentional Copulas for Time Series Alexandre Drouin Étienne Marcotte Nicolas Chapados AI4TS 283 39 0 07 Feb 2022
Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models Guanxiong Luo Moritz Blumenthal Martin Heide M. Uecker DiffM MedIm 102 72 0 03 Feb 2022
From data to functa: Your data point is a function and you can treat it like one Emilien Dupont Hyunjik Kim S. M. Ali Eslami Danilo Jimenez Rezende Dan Rosenbaum TDI 3DPC 269 159 0 28 Jan 2022
Variational Neural Cellular Automata Rasmus Berg Palm Miguel González Duque Shyam Sudhakaran S. Risi BDL 119 24 0 28 Jan 2022
DiffGAN-TTS: High-Fidelity and Efficient Text-to-Speech with Denoising Diffusion GANs Songxiang Liu Jane Polak Scowcroft Dong Yu DiffM 145 67 0 28 Jan 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 413 852 0 27 Jan 2022
RePaint: Inpainting using Denoising Diffusion Probabilistic Models Andreas Lugmayr Martin Danelljan Andrés Romero Feng Yu Radu Timofte Luc Van Gool DiffM 385 1,438 0 24 Jan 2022
Analytic-DPM: an Analytic Estimate of the Optimal Reverse Variance in Diffusion Probabilistic Models Fan Bao Chongxuan Li Jun Zhu Bo Zhang DiffM 137 348 0 17 Jan 2022
DiffuseVAE: Efficient, Controllable and High-Fidelity Generation from Low-Dimensional Latents Kushagra Pandey Avideep Mukherjee Piyush Rai Abhishek Kumar DiffM 126 121 0 02 Jan 2022
Multimodal Image Synthesis and Editing: The Generative AI Era Fangneng Zhan Yingchen Yu Rongliang Wu Jiahui Zhang Shijian Lu Lingjie Liu Adam Kortylewski Christian Theobalt Eric Xing EGVM 198 51 0 27 Dec 2021
Quasi-Taylor Samplers for Diffusion Generative Models based on Ideal Derivatives Hideyuki Tachibana Mocho Go Muneyoshi Inahara Yotaro Katayama Yotaro Watanabe DiffM 78 3 0 26 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 615 15,859 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 471 3,641 0 20 Dec 2021
High Fidelity Visualization of What Your Self-Supervised Representation Knows About Florian Bordes Randall Balestriero Pascal Vincent DiffM 109 65 0 16 Dec 2021
Forensic Analysis of Synthetically Generated Western Blot Images S. Mandelli D. Cozzolino E. D. Cannas J. P. Cardenuto Daniel Moreira ... Walter J. Scheirer Anderson de Rezende Rocha L. Verdoliva Stefano Tubaro Edward J. Delp 102 21 0 16 Dec 2021
Tackling the Generative Learning Trilemma with Denoising Diffusion GANs Zhisheng Xiao Karsten Kreis Arash Vahdat DiffM 126 562 0 15 Dec 2021
Score-Based Generative Modeling with Critically-Damped Langevin Diffusion Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 122 237 0 14 Dec 2021
Step-unrolled Denoising Autoencoders for Text Generation Nikolay Savinov Junyoung Chung Mikolaj Binkowski Erich Elsen Aaron van den Oord DiffM 134 120 0 13 Dec 2021
More Control for Free! Image Synthesis with Semantic Diffusion Guidance Xihui Liu Dong Huk Park S. Azadi Gong Zhang Arman Chopikyan Yuxiao Hu Humphrey Shi Anna Rohrbach Trevor Darrell DiffM 150 258 0 10 Dec 2021
DiffuseMorph: Unsupervised Deformable Image Registration Using Diffusion Model Boah Kim Inhwa Han Jong Chul Ye MedIm DiffM 67 69 0 09 Dec 2021
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction Hyungjin Chung Byeongsu Sim Jong Chul Ye MedIm DiffM 126 355 0 09 Dec 2021
A Conditional Point Diffusion-Refinement Paradigm for 3D Point Cloud Completion Zhaoyang Lyu Zhifeng Kong Xudong Xu Liang Pan Dahua Lin DiffM BDL 293 123 0 07 Dec 2021