no code implementations • 2 Nov 2023 • Niket Patel, Luis Salamanca, Luis Barba
Diffusion models have emerged as a pivotal advancement in generative models, setting new standards to the quality of the generated instances.
no code implementations • 27 Oct 2021 • Denys Pushkin, Luis Barba
In recent years, SGD and its variants have become the standard tool to train Deep Neural Networks.
no code implementations • 25 Jun 2021 • Yatin Dandi, Luis Barba, Martin Jaggi
A major obstacle to achieving global convergence in distributed and federated learning is the misalignment of gradients across clients, or mini-batches due to heterogeneity and stochasticity of the distributed data.
no code implementations • ICLR 2020 • Tao Lin, Sebastian U. Stich, Luis Barba, Daniil Dmitriev, Martin Jaggi
Deep neural networks often have millions of parameters.