An Interpretable Evaluation of Entropy-based Novelty of Generative Models

27 February 2024

Papers citing "An Interpretable Evaluation of Entropy-based Novelty of Generative Models"

9 / 9 papers shown

Title
Be More Diverse than the Most Diverse: Optimal Mixtures of Generative Models via Mixture-UCB Bandit Algorithms Parham Rezaei Farzan Farnia Cheuk Ting Li 43 1 0 23 Dec 2024
Conditional Vendi Score: An Information-Theoretic Approach to Diversity Evaluation of Prompt-based Generative Models Mohammad Jalali Azim Ospanov Amin Gohari Farzan Farnia EGVM 31 1 0 05 Nov 2024
Towards a Scalable Reference-Free Evaluation of Generative Models Azim Ospanov Jingwei Zhang Mohammad Jalali Xuenan Cao Andrej Bogdanov Farzan Farnia EGVM 32 7 0 03 Jul 2024
Identification of Novel Modes in Generative Models via Fourier-based Differential Clustering Jingwei Zhang Mohammad Jalali Cheuk Ting Li Farzan Farnia 25 3 0 04 May 2024
The Vendi Score: A Diversity Evaluation Metric for Machine Learning Dan Friedman Adji Bousso Dieng EGVM 76 107 0 05 Oct 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 182 487 0 01 Feb 2022
How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models Ahmed Alaa B. V. Breugel Evgeny S. Saveliev M. Schaar 40 186 0 17 Feb 2021
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,320 0 12 Dec 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 224 3,183 0 30 Oct 2016