Abstract: This paper proposes a new perspective on the relationship between the sampling and aliasing. Unlike the uniform sampling case, where the aliases are simply periodic replicas of the original ...

This is the codebase for the 2024 NeurIPS paper "Gradient-based Discrete Sampling with Automatic Cyclical Scheduling". In this code-base, we discuss the problem of multi-modal distributions within the ...

python 3.9 PyTorch 2.3 CUDA 11.8 Other versions of PyTorch with proper CUDA should work but are not fully tested. conda create -n SGDD python=3.9 conda activate SGDD ...

Lattice-based cryptography is considered the most promising candidate for post-quantum public key cryptography such as key encapsulation and digital signature schemes. Accurate and efficient sampling ...

We consider a multivariate continuous-time process, generated by a system of linear stochastic differential equations, driven by white noise, and involving coefficients that possibly vary over time.

Introduction The National Health Service Cervical Screening Programme (NHSCSP) currently involves a healthcare professional collecting a cervical sample in a healthcare setting. This method of ...