Tractable density estimation on learned manifolds with conformal embedding flows B Ross, J Cresswell Advances in Neural Information Processing Systems 34, 26635-26648, 2021 | 30* | 2021 |
Verifying the union of manifolds hypothesis for image data BCA Brown, AL Caterini, BL Ross, JC Cresswell, G Loaiza-Ganem The Eleventh International Conference on Learning Representations, 2022 | 11* | 2022 |
Diagnosing and fixing manifold overfitting in deep generative models G Loaiza-Ganem, BL Ross, JC Cresswell, AL Caterini arXiv preprint arXiv:2204.07172, 2022 | 11 | 2022 |
CaloMan: Fast generation of calorimeter showers with density estimation on learned manifolds JC Cresswell, BL Ross, G Loaiza-Ganem, H Reyes-Gonzalez, M Letizia, ... arXiv preprint arXiv:2211.15380, 2022 | 7 | 2022 |
Neural implicit manifold learning for topology-aware generative modelling BL Ross, G Loaiza-Ganem, AL Caterini, JC Cresswell arXiv preprint arXiv:2206.11267, 2022 | 5 | 2022 |
Denoising Deep Generative Models G Loaiza-Ganem, BL Ross, L Wu, JP Cunningham, JC Cresswell, ... Proceedings on, 41-50, 2023 | 3 | 2023 |
Exposing flaws of generative model evaluation metrics and their unfair treatment of diffusion models G Stein, JC Cresswell, R Hosseinzadeh, Y Sui, BL Ross, V Villecroze, ... arXiv preprint arXiv:2306.04675, 2023 | | 2023 |
Low-dimensional probabilistic density of high-dimensional data manifold BL Ross, JC Cresswell US Patent App. 17/735,884, 2023 | | 2023 |
Find Your Friends: Personalized Federated Learning with the Right Collaborators Y Sui, J Wen, Y Lau, BL Ross, JC Cresswell arXiv preprint arXiv:2210.06597, 2022 | | 2022 |