Abstract: This article is concerned with the multiagent optimization problem. A distributed randomized gradient-free mirror descent (DRGFMD) method is developed by introducing a randomized ...

QR offers several advantages over standard linear regression due to its focus on estimating conditional quantiles rather than ... and develop a distributed primal-dual hybrid gradient (dPDHG) ...

The monograph also includes algorithms that either estimate the gradient in gradient-based schemes or estimate both the gradient and the Hessian in Newton-type procedures using random direction ...

Here we introduce Stator, a data-driven method that identifies cell (sub)types and states without relying on cells’ local proximity in transcriptome space. Stator labels the same single cell multiply, ...

We have extended the code to support multi speed/sde diffusion. Multi speed diffusion opens the avenue for further research in conditional generation and hierarchical represenation learning using the ...

This is an official GitHub repository for the PyTorch implementation of Latent Diffusion Model for Conditional Reservoir Facies Generation. The paper proposes conditional reservoir facies generation ...