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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"

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Title
A Fokker-Planck-Based Loss Function that Bridges Dynamics with Density Estimation Zhixin Lu Łukasz Kuśmierz Stefan Mihalas 125 0 0 24 Feb 2025
Dimitra: Audio-driven Diffusion model for Expressive Talking Head Generation Baptiste Chopin Tashvik Dhamija P. Balaji Yaohui Wang A. Dantcheva DiffM VGen 113 0 0 24 Feb 2025
Methods and Trends in Detecting Generated Images: A Comprehensive Review Arpan Mahara N. Rishe AAML 448 1 0 24 Feb 2025
Towards Hierarchical Rectified Flow Yichi Zhang Yici Yan Alex Schwing Zhizhen Zhao 121 2 0 24 Feb 2025
S4S: Solving for a Diffusion Model Solver Eric Frankel Sitan Chen Jingkai Li Pang Wei Koh Lillian J. Ratliff Sewoong Oh DiffM 114 4 0 24 Feb 2025
Mitigating Hallucinations in Diffusion Models through Adaptive Attention Modulation Trevine Oorloff Yaser Yacoob Abhinav Shrivastava 72 0 0 24 Feb 2025
MAD-AD: Masked Diffusion for Unsupervised Brain Anomaly Detection Farzad Beizaee Gregory A. Lodygensky Christian Desrosiers Jose Dolz DiffM MedIm 146 0 0 24 Feb 2025
Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions Zhong Li Qi Huang Lincen Yang Jiayang Shi Zhao Yang Niki van Stein Thomas Bäck M. Leeuwen DiffM 118 0 0 24 Feb 2025
Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization Taeyoung Yun Kiyoung Om Jaewoo Lee Sujin Yun Jinkyoo Park 119 2 0 24 Feb 2025
Improved Diffusion-based Generative Model with Better Adversarial Robustness Zekun Wang Mingyang Yi Shuchen Xue Zhiyu Li Ming Liu Bing Qin Zhi-Ming Ma DiffM 116 0 0 24 Feb 2025
DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications Ibrahim Fayad Max Zimmer Martin Schwartz P. Ciais Fabian Gieseke Gabriel Belouze Sarah Brood A. D. Truchis Alexandre d’Aspremont AI4TS 92 0 0 24 Feb 2025
LaRE $^2$ : Latent Reconstruction Error Based Method for Diffusion-Generated Image Detection Yunpeng Luo Junlong Du Ke Yan Shouhong Ding DiffM 207 24 0 24 Feb 2025
PuzzleFusion++: Auto-agglomerative 3D Fracture Assembly by Denoise and Verify Zhengqing Wang Jiacheng Chen Yasutaka Furukawa 151 8 0 24 Feb 2025
GCC: Generative Color Constancy via Diffusing a Color Checker Chen-Wei Chang Cheng-De Fan Chia-Che Chang Yi-Chen Lo Yu-Chee Tseng Jiun-Long Huang Yu-Lun Liu 176 0 0 24 Feb 2025
USegMix: Unsupervised Segment Mix for Efficient Data Augmentation in Pathology Images Jiamu Wang Jin Tae Kwak MedIm 84 1 0 22 Feb 2025
DualNeRF: Text-Driven 3D Scene Editing via Dual-Field Representation Yuxuan Xiong Yue Shi Yishun Dou Bingbing Ni DiffM 71 0 0 22 Feb 2025
Concept Corrector: Erase concepts on the fly for text-to-image diffusion models Zheling Meng Bo Peng Xiaochuan Jin Yueming Lyu Wei Wang Jing Dong Tieniu Tan DiffM 109 3 0 22 Feb 2025
Robust Concept Erasure Using Task Vectors Minh Pham Kelly O. Marshall Chinmay Hegde Niv Cohen 190 20 0 21 Feb 2025
RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers Min Zhao Guande He Yixiao Chen Hongzhou Zhu Chong Li Jun Zhu VGen 132 11 0 21 Feb 2025
Conditional diffusion model with spatial attention and latent embedding for medical image segmentation Behzad Hejrati Soumyanil Banerjee C. Glide-Hurst Ming Dong DiffM MedIm 227 0 0 21 Feb 2025
PFDiff: Training-Free Acceleration of Diffusion Models Combining Past and Future Scores Guangyi Wang Yuren Cai Lijiang Li Wei Peng Songzhi Su DiffM 85 0 0 21 Feb 2025
On Memorization in Diffusion Models Xiangming Gu Chao Du Tianyu Pang Chongxuan Li Min Lin Ye Wang DiffM TDI 353 55 0 21 Feb 2025
Generalizable Humanoid Manipulation with 3D Diffusion Policies Yanjie Ze Zixuan Chen Wenhao Wang Tianyi Chen Xialin He Ying Yuan Xue Bin Peng Jiajun Wu VGen 93 2 0 20 Feb 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 194 4 0 20 Feb 2025
FreqPrior: Improving Video Diffusion Models with Frequency Filtering Gaussian Noise Yunlong Yuan Yuanfan Guo Chunwei Wang Wei Zhang Hang Xu L. Zhang DiffM VGen 212 3 0 20 Feb 2025
Accelerating Diffusion Transformers with Token-wise Feature Caching Chang Zou Xuyang Liu Ting Liu Siteng Huang Linfeng Zhang 172 24 0 20 Feb 2025
RestoreGrad: Signal Restoration Using Conditional Denoising Diffusion Models with Jointly Learned Prior Ching Hua Lee Chouchang Yang Jaejin Cho Yashas Malur Saidutta R. S. Srinivasa Yilin Shen Hongxia Jin DiffM 155 0 0 19 Feb 2025
Robust Optimization with Diffusion Models for Green Security Lingkai Kong Haichuan Wang Yuqi Pan Cheol Woo Kim Mingxiao Song Alayna Nguyen Tonghan Wang Haifeng Xu Milind Tambe 95 1 0 19 Feb 2025
CHATS: Combining Human-Aligned Optimization and Test-Time Sampling for Text-to-Image Generation Minghao Fu Guo-Hua Wang Liangfu Cao Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 92 0 0 18 Feb 2025
Guaranteed Conditional Diffusion: 3D Block-based Models for Scientific Data Compression Jaemoon Lee Xiao Li Liangji Zhu Sanjay Ranka Anand Rangarajan DiffM 128 1 0 18 Feb 2025
Value Gradient Sampler: Sampling as Sequential Decision Making Sangwoong Yoon Himchan Hwang Hyeokju Jeong Dong Kyu Shin Che-Sang Park Sehee Kwon Frank C. Park 145 0 0 18 Feb 2025
Reward-Safety Balance in Offline Safe RL via Diffusion Regularization Junyu Guo Zhi Zheng Donghao Ying Ming Jin Shangding Gu C. Spanos Javad Lavaei OffRL 200 0 0 18 Feb 2025
ViFOR: A Fourier-Enhanced Vision Transformer for Multi-Image Super-Resolution in Earth System Ehsan Zeraatkar Salah A Faroughi Jelena Tešić 77 0 0 18 Feb 2025
Spherical Dense Text-to-Image Synthesis Timon Winter Stanislav Frolov Brian B. Moser Andreas Dengel MDE DiffM 121 0 0 18 Feb 2025
SongGen: A Single Stage Auto-regressive Transformer for Text-to-Song Generation Ziqiang Liu Shuangrui Ding Zhixiong Zhang Xiaoyi Dong Pan Zhang Yuhang Zang Yuhang Cao Dahua Lin Jiaqi Wang 132 3 0 18 Feb 2025
NaturalL2S: End-to-End High-quality Multispeaker Lip-to-Speech Synthesis with Differential Digital Signal Processing Yifan Liang Fangkun Liu Andong Li Xiaodong Li C. Zheng 98 1 0 17 Feb 2025
Maximum Entropy Reinforcement Learning with Diffusion Policy Xiaoyi Dong Jian Cheng Xinsong Zhang 129 2 0 17 Feb 2025
Single-Step Consistent Diffusion Samplers Pascal Jutras-Dubé Patrick Pynadath Ruqi Zhang DiffM 169 0 0 17 Feb 2025
Hyper-SET: Designing Transformers via Hyperspherical Energy Minimization Yunzhe Hu Difan Zou Dong Xu 161 1 0 17 Feb 2025
DifCluE: Generating Counterfactual Explanations with Diffusion Autoencoders and modal clustering Suparshva Jain Amit Sangroya Lovekesh Vig DiffM 123 1 0 17 Feb 2025
Diffusion-Sharpening: Fine-tuning Diffusion Models with Denoising Trajectory Sharpening Ye Tian L. Yang Xinchen Zhang Yunhai Tong Mengdi Wang Tengjiao Wang 124 2 0 17 Feb 2025
Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation Taeyoung Yun Dinghuai Zhang Jinkyoo Park Ling Pan DiffM 108 6 0 17 Feb 2025
Diffusion Models without Classifier-free Guidance Zhicong Tang Jianmin Bao Dong Chen Baining Guo VLM 81 5 0 17 Feb 2025
CoDiff: Conditional Diffusion Model for Collaborative 3D Object Detection zhe Huang Shuo Wang Yanjie Wang Lei Wang DiffM 442 0 0 17 Feb 2025
IMLE Policy: Fast and Sample Efficient Visuomotor Policy Learning via Implicit Maximum Likelihood Estimation Krishan Rana Robert Lee David Pershouse Niko Suenderhauf VGen 124 1 0 17 Feb 2025
How Compositional Generalization and Creativity Improve as Diffusion Models are Trained Alessandro Favero Antonio Sclocchi Francesco Cagnetta Pascal Frossard Matthieu Wyart DiffM CoGe 112 6 0 17 Feb 2025
SayAnything: Audio-Driven Lip Synchronization with Conditional Video Diffusion Junxian Ma Shiwen Wang Jian Yang Junyi Hu Jian Liang Guosheng Lin Jingbo Chen Kai Li Yu Meng DiffM VGen 122 4 0 17 Feb 2025
MARS: Mesh AutoRegressive Model for 3D Shape Detailization Jingnan Gao Weizhe Liu Weixuan Sun Senbo Wang Xibin Song ... Shenzhou Chen Hongdong Li Xiaoyu Yang Yichao Yan Pan Ji 131 2 0 17 Feb 2025
Maximize Your Diffusion: A Study into Reward Maximization and Alignment for Diffusion-based Control Dom Huh P. Mohapatra 163 1 0 16 Feb 2025
Boosting Generalization in Diffusion-Based Neural Combinatorial Solver via Inference Time Adaptation Haoyu Lei Kaiwen Zhou Yunshui Li Zhitang Chen Farzan Farnia DiffM 124 1 0 15 Feb 2025