Elucidating the Design Space of Diffusion-Based Generative Models

1 June 2022

Papers citing "Elucidating the Design Space of Diffusion-Based Generative Models"

50 / 317 papers shown

Title
On Improved Conditioning Mechanisms and Pre-training Strategies for Diffusion Models Tariq Berrada Ifriqi Pietro Astolfi Melissa Hall Reyhane Askari Hemmat Yohann Benchetrit ... Matthew Muckley Karteek Alahari Adriana Romero Soriano Jakob Verbeek M. Drozdzal AI4CE VLM 52 2 0 05 Nov 2024
Compositional simulation-based inference for time series Manuel Gloeckler S. Toyota Kenji Fukumizu Jakob H Macke 37 1 0 05 Nov 2024
TurboHopp: Accelerated Molecule Scaffold Hopping with Consistency Models Kiwoong Yoo Owen Oertell Junhyun Lee Sanghoon Lee Jaewoo Kang 31 0 0 28 Oct 2024
On learning higher-order cumulants in diffusion models Gert Aarts Diaa E. Habibi L. Wang K. Zhou 26 4 0 28 Oct 2024
Q-Distribution guided Q-learning for offline reinforcement learning: Uncertainty penalized Q-value via consistency model Jing Zhang Linjiajie Fang Kexin Shi Wenjia Wang Bing-Yi Jing OffRL 31 0 0 27 Oct 2024
Learned Reference-based Diffusion Sampling for multi-modal distributions Maxence Noble Louis Grenioux Marylou Gabrié Alain Durmus DiffM 29 2 0 25 Oct 2024
Simpler Diffusion (SiD2): 1.5 FID on ImageNet512 with pixel-space diffusion Emiel Hoogeboom Thomas Mensink Jonathan Heek Kay Lamerigts Ruiqi Gao Tim Salimans 64 6 0 25 Oct 2024
Robust Watermarking Using Generative Priors Against Image Editing: From Benchmarking to Advances Shilin Lu Zihan Zhou Jiayou Lu Yuanzhi Zhu A. Kong WIGM 80 10 0 24 Oct 2024
Conjuring Semantic Similarity Tian Yu Liu Stefano Soatto DiffM 27 0 0 21 Oct 2024
ConSinger: Efficient High-Fidelity Singing Voice Generation with Minimal Steps Yulin Song Guorui Sang Jing Yu Chuangbai Xiao DiffM 37 0 0 20 Oct 2024
Truncated Consistency Models Sangyun Lee Yilun Xu Tomas Geffner Giulia Fanti Karsten Kreis Arash Vahdat Weili Nie 46 3 0 18 Oct 2024
On the Relation Between Linear Diffusion and Power Iteration Dana Weitzner M. Delbracio P. Milanfar Raja Giryes DiffM 29 0 0 16 Oct 2024
Free Hunch: Denoiser Covariance Estimation for Diffusion Models Without Extra Costs Severi Rissanen Markus Heinonen Arno Solin DiffM 66 0 0 15 Oct 2024
A Simple Approach to Unifying Diffusion-based Conditional Generation Xirui Li Charles Herrmann Kelvin C.K. Chan Yinxiao Li Deqing Sun Chao Ma Ming Yang DiffM VLM 38 1 0 15 Oct 2024
Your Mixture-of-Experts LLM Is Secretly an Embedding Model For Free Ziyue Li Tianyi Zhou MoE 66 16 0 14 Oct 2024
SANA: Efficient High-Resolution Image Synthesis with Linear Diffusion Transformers Enze Xie Junsong Chen Junyu Chen Han Cai Haotian Tang ... Zhekai Zhang Muyang Li Ligeng Zhu Y. Lu Song Han VLM 31 49 0 14 Oct 2024
How to Backdoor Consistency Models? Chengen Wang Murat Kantarcioglu DiffM AAML 109 1 0 14 Oct 2024
Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think Sihyun Yu Sangkyung Kwak Huiwon Jang Jongheon Jeong Jonathan Huang Jinwoo Shin Saining Xie OCL 68 62 0 09 Oct 2024
DiffGAD: A Diffusion-based Unsupervised Graph Anomaly Detector Jinghan Li Yuan Gao Jinda Lu Junfeng Fang Congcong Wen Hui Lin Xiang Wang 45 0 0 09 Oct 2024
Training-free Diffusion Model Alignment with Sampling Demons Po-Hung Yeh Kuang-Huei Lee Jun-Cheng Chen 24 4 0 08 Oct 2024
Think While You Generate: Discrete Diffusion with Planned Denoising Sulin Liu Juno Nam Andrew Campbell Hannes Stärk Yilun Xu Tommi Jaakkola Rafael Gómez-Bombarelli DiffM 33 6 0 08 Oct 2024
Continuous Ensemble Weather Forecasting with Diffusion models Martin Andrae Tomas Landelius Joel Oskarsson Fredrik Lindsten AI4Cl 27 2 0 07 Oct 2024
Presto! Distilling Steps and Layers for Accelerating Music Generation Zachary Novack Ge Zhu Jonah Casebeer Julian McAuley Taylor Berg-Kirkpatrick Nicholas J. Bryan 45 5 0 07 Oct 2024
Configurable Multilingual ASR with Speech Summary Representations Harrison Zhu Ivan Fung Yingke Zhu Lahiru Samarakoon 18 6 0 06 Oct 2024
Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting S. H. Lim Yijin Wang Annan Yu Emma Hart Michael W. Mahoney Xiaoye S. Li N. Benjamin Erichson AI4TS 42 1 0 04 Oct 2024
Tuning Timestep-Distilled Diffusion Model Using Pairwise Sample Optimization Zichen Miao Zhengyuan Yang Kevin Lin Ze Wang Zicheng Liu Lijuan Wang Qiang Qiu 40 3 0 04 Oct 2024
Joint Localization and Planning using Diffusion Lukas Lao Beyer S. Karaman 28 0 0 26 Sep 2024
Mitigating Covariate Shift in Imitation Learning for Autonomous Vehicles Using Latent Space Generative World Models A. Popov Alperen Degirmenci David Wehr Shashank Hegde Ryan Oldja ... David Nistér Urs Muller Ruchi Bhargava Stan Birchfield Nikolai Smolyanskiy 75 9 0 25 Sep 2024
Improvements to SDXL in NovelAI Diffusion V3 Juan Ossa Eren Doğan Alex Birch F. Johnson 22 1 0 24 Sep 2024
Fundus image enhancement through direct diffusion bridges Sehui Kim Hyungjin Chung Se Hie Park Eui-Sang Chung Kayoung Yi Jong Chul Ye DiffM MedIm 20 0 0 19 Sep 2024
Score Forgetting Distillation: A Swift, Data-Free Method for Machine Unlearning in Diffusion Models Tianqi Chen Shujian Zhang Mingyuan Zhou DiffM 69 3 0 17 Sep 2024
Fine-Tuning Image-Conditional Diffusion Models is Easier than You Think Gonzalo Martin Garcia Karim Abou Zeid Christian Schmidt Daan de Geus Alexander Hermans Bastian Leibe 37 23 0 17 Sep 2024
Integrating Neural Operators with Diffusion Models Improves Spectral Representation in Turbulence Modeling Vivek Oommen Aniruddha Bora Zhen Zhang George Karniadakis DiffM 45 13 0 13 Sep 2024
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Zeke Xie 37 11 0 11 Sep 2024
Contrastive Learning with Synthetic Positives Dewen Zeng Yawen Wu Xinrong Hu Xiaowei Xu Yiyu Shi SyDa SSL 46 1 0 30 Aug 2024
Generative Inbetweening: Adapting Image-to-Video Models for Keyframe Interpolation Xiaojuan Wang Boyang Zhou Brian L. Curless Ira Kemelmacher-Shlizerman Aleksander Holynski Steven M. Seitz DiffM 53 10 0 27 Aug 2024
Atlas Gaussians Diffusion for 3D Generation Haitao Yang Yuan Dong Hanwen Jiang Dejia Xu Georgios Pavlakos Qixing Huang 3DGS 67 3 0 23 Aug 2024
Real-Time Video Generation with Pyramid Attention Broadcast Xuanlei Zhao Xiaolong Jin Kai Wang Yang You VGen DiffM 69 31 0 22 Aug 2024
Unsupervised Blind Joint Dereverberation and Room Acoustics Estimation with Diffusion Models Jean-Marie Lemercier Eloi Moliner Simon Welker Vesa Valimaki Timo Gerkmann 46 2 0 14 Aug 2024
Diffusion Guided Language Modeling Justin Lovelace Varsha Kishore Yiwei Chen Kilian Q. Weinberger 36 6 0 08 Aug 2024
Data-Driven Stochastic Closure Modeling via Conditional Diffusion Model and Neural Operator Xinghao Dong Chuanqi Chen Jin-Long Wu DiffM AI4CE 41 5 0 06 Aug 2024
A Sharp Convergence Theory for The Probability Flow ODEs of Diffusion Models Gen Li Yuting Wei Yuejie Chi Yuxin Chen DiffM 33 21 0 05 Aug 2024
Adaptive Planning with Generative Models under Uncertainty Pascal Jutras-Dubé Ruqi Zhang Aniket Bera 21 2 0 02 Aug 2024
Smoothed Energy Guidance: Guiding Diffusion Models with Reduced Energy Curvature of Attention Mengkang Hu DiffM 38 7 0 01 Aug 2024
Learning Feature-Preserving Portrait Editing from Generated Pairs Bowei Chen Tiancheng Zhi Peihao Zhu Shen Sang Jing Liu Linjie Luo DiffM 17 0 0 29 Jul 2024
Temporal Feature Matters: A Framework for Diffusion Model Quantization Yushi Huang Ruihao Gong Xianglong Liu Jing Liu Yuhang Li Jiwen Lu Dacheng Tao DiffM MQ 49 0 0 28 Jul 2024
$Denoising L\évy Probabilistic Models$ Denoising L\évy Probabilistic Models Dario Shariatian Umut Simsekli Alain Durmus DiffM 17 2 0 26 Jul 2024
SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency Yiming Xie Chun-Han Yao Vikram S. Voleti Huaizu Jiang Varun Jampani VGen 70 39 0 24 Jul 2024
Stretching Each Dollar: Diffusion Training from Scratch on a Micro-Budget Vikash Sehwag Xianghao Kong Jingtao Li Michael Spranger Lingjuan Lyu DiffM 32 9 0 22 Jul 2024
Not All Noises Are Created Equally:Diffusion Noise Selection and Optimization Zipeng Qi Lichen Bai Haoyi Xiong Zeke Xie DiffM 33 17 0 19 Jul 2024