Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values

3 March 2022

Richard Baraniuk

Papers citing "Polarity Sampling: Quality and Diversity Control of Pre-Trained Generative Networks via Singular Values"

22 / 22 papers shown

Title
Self-Improving Diffusion Models with Synthetic Data Sina Alemohammad Ahmed Imtiaz Humayun S. Agarwal John Collomosse Richard G. Baraniuk 28 11 0 29 Aug 2024
On the Geometry of Deep Learning Randall Balestriero Ahmed Imtiaz Humayun Richard G. Baraniuk AI4CE 41 1 0 09 Aug 2024
Controlling the Fidelity and Diversity of Deep Generative Models via Pseudo Density Shuangqi Li Chen Liu Tong Zhang Hieu Le Sabine Süsstrunk Mathieu Salzmann DiffM 38 1 0 11 Jul 2024
Rethinking Image Skip Connections in StyleGAN2 Seung Park Y. Shin 46 2 0 08 Jul 2024
Stylized Face Sketch Extraction via Generative Prior with Limited Data Kwan Yun Kwanggyoon Seo Chang Wook Seo Soyeon Yoon Seongcheol Kim Soohyun Ji Amirsaman Ashtari Junyong Noh CVBM 46 4 0 17 Mar 2024
Deep Networks Always Grok and Here is Why Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk AAML OOD AI4CE 47 19 0 23 Feb 2024
Fast and Exact Enumeration of Deep Networks Partitions Regions Randall Balestriero Yann LeCun 16 5 0 20 Jan 2024
Fair Sampling in Diffusion Models through Switching Mechanism Yujin Choi Jinseong Park Hoki Kim Jaewook Lee Saeroom Park DiffM 24 6 0 06 Jan 2024
Characterizing Large Language Model Geometry Helps Solve Toxicity Detection and Generation Randall Balestriero Romain Cosentino Sarath Shekkizhar 28 2 0 04 Dec 2023
Improving the Effectiveness of Deep Generative Data Ruyu Wang Sabrina Schmedding Marco F. Huber DiffM 35 3 0 07 Nov 2023
Training Dynamics of Deep Network Linear Regions Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk 28 3 0 19 Oct 2023
Self-Consuming Generative Models Go MAD Sina Alemohammad Josue Casco-Rodriguez Lorenzo Luzi Ahmed Imtiaz Humayun H. Babaei Daniel LeJeune Ali Siahkoohi Richard G. Baraniuk WIGM 18 140 0 04 Jul 2023
Spider GAN: Leveraging Friendly Neighbors to Accelerate GAN Training Siddarth Asokan C. Seelamantula GAN 69 1 0 12 May 2023
SplineCam: Exact Visualization and Characterization of Deep Network Geometry and Decision Boundaries Ahmed Imtiaz Humayun Randall Balestriero Guha Balakrishnan Richard Baraniuk 24 17 0 24 Feb 2023
GLeaD: Improving GANs with A Generator-Leading Task Qingyan Bai Ceyuan Yang Yinghao Xu Xihui Liu Yujiu Yang Yujun Shen GAN 20 9 0 07 Dec 2022
StyleNAT: Giving Each Head a New Perspective Steven Walton Ali Hassani Xingqian Xu Zhangyang Wang Humphrey Shi ViT 31 22 0 10 Nov 2022
POLICE: Provably Optimal Linear Constraint Enforcement for Deep Neural Networks Randall Balestriero Yann LeCun 9 15 0 02 Nov 2022
Generator Knows What Discriminator Should Learn in Unconditional GANs Gayoung Lee Hyunsung Kim Jae Hyun Kim Seonghyeon Kim Jung-Woo Ha Yunjey Choi 30 13 0 27 Jul 2022
Unveiling the Latent Space Geometry of Push-Forward Generative Models Thibaut Issenhuth Ugo Tanielian Jérémie Mary David Picard GAN DRL 21 2 0 21 Jul 2022
MaGNET: Uniform Sampling from Deep Generative Network Manifolds Without Retraining Ahmed Imtiaz Humayun Randall Balestriero Richard Baraniuk OOD 35 29 0 15 Oct 2021
Instance-Conditioned GAN Arantxa Casanova Marlene Careil Jakob Verbeek M. Drozdzal Adriana Romero Soriano GAN 204 132 0 10 Sep 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 279 10,348 0 12 Dec 2018