Nettet7. des. 2024 · Catalog: Autoregressive Models (ARMs) Flow-based models (flows): RealNVP and IDFs (Integer Discrete Flows) Variational Auto-Encoders (VAEs): a plain VAE and various priors, a hierarchical VAE Hybrid modeling; Energy-based Models; Generative Adversarial Networks (GANs) NettetInteger discrete flows and lossless compression. In Advances in Neural Information Processing Systems, 2024a. Google Scholar; Emiel Hoogeboom, Rianne Van Den Berg, and Max Welling. Emerging convolutions for generative normalizing flows. In Proceedings of the 36th International Conference on Machine Learning, pages 2771-2780, 2024b.

Multiroute flows: Cut-trees and realizability: Discrete …

NettetThe flow behavior of cohesive NMC-622 cathode active material is studied in a Schulze RST-01 ring shear cell and a rotating drum. For both devices, experiments and simulations are done to characterize the dynamic behavior of the material and to calibrate all relevant parameters for a coarse-grained simulation model based on the discrete element … NettetAs building blocks for IDFs, we introduce a flexible transformation layer called integer discrete coupling. Our experiments show that IDFs are competitive with other flow-based generative models. Furthermore, we demonstrate that IDF based compression achieves state-of-the-art lossless compression rates on CIFAR10, ImageNet32, and ImageNet64. i want bigger lips without surgery

Mean curvature flow for generating discrete surfaces with …

NettetThe paper designs a discrete flow model based on the proposed discrete coupling layer. The model uses DLogistic as the distribution for latent code. The paper uses the … NettetFlow-based models are powerful and theoretically-grounded. Flow-based models may suffer from serious issues. Flow-based models for discrete variables with finite domains may not learn any distribution. Flow-based models for integer-valued discrete variables seem to be much better option! We are getting better transformations! CONCLUSION 56 i want billy i want money