Learning Mixtures of Gaussians Using the DDPM Objective

Learning Mixtures of Gaussians Using the DDPM Objective

3 July 2023

Adam R. Klivans

Papers citing "Learning Mixtures of Gaussians Using the DDPM Objective"

15 / 15 papers shown

Title
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 139 34 0 13 Mar 2025
On the Asymptotic Mean Square Error Optimality of Diffusion Models B. Fesl Benedikt Bock Florian Strasser Michael Baur M. Joham Wolfgang Utschick DiffM 93 1 0 05 Mar 2024
Towards Faster Non-Asymptotic Convergence for Diffusion-Based Generative Models Gen Li Yuting Wei Yuxin Chen Yuejie Chi DiffM 64 61 0 15 Jun 2023
Convergence of denoising diffusion models under the manifold hypothesis Valentin De Bortoli DiffM 55 167 0 10 Aug 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 339 6,830 0 13 Apr 2022
Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling Valentin De Bortoli James Thornton J. Heng Arnaud Doucet DiffM OT 84 461 0 01 Jun 2021
Improved Convergence Guarantees for Learning Gaussian Mixture Models by EM and Gradient EM Nimrod Segol B. Nadler 70 11 0 03 Jan 2021
Robustly Learning Mixtures of $k$ Arbitrary Gaussians Ainesh Bakshi Ilias Diakonikolas Hengrui Jia D. Kane Pravesh Kothari Santosh Vempala 49 64 0 03 Dec 2020
Score-Based Generative Modeling through Stochastic Differential Equations Yang Song Jascha Narain Sohl-Dickstein Diederik P. Kingma Abhishek Kumar Stefano Ermon Ben Poole DiffM SyDa 292 6,409 0 26 Nov 2020
Robust Learning of Mixtures of Gaussians D. Kane 30 22 0 12 Jul 2020
Generative Modeling by Estimating Gradients of the Data Distribution Yang Song Stefano Ermon SyDa DiffM 213 3,870 0 12 Jul 2019
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 227 4,778 0 04 Jan 2016
Deep Unsupervised Learning using Nonequilibrium Thermodynamics Jascha Narain Sohl-Dickstein Eric A. Weiss Niru Maheswaranathan Surya Ganguli SyDa DiffM 252 6,887 0 12 Mar 2015
Polynomial Learning of Distribution Families M. Belkin Kaushik Sinha 326 224 0 27 Apr 2010
Settling the Polynomial Learnability of Mixtures of Gaussians Ankur Moitra Gregory Valiant 176 341 0 23 Apr 2010