Search Results for author: Benedikt Groß

Found 3 papers, 0 papers with code

Explicit CSI Feedback Compression via Learned Approximate Message Passing

no code implementations12 Oct 2021 Benedikt Groß, Rana Ahmed Salem, Thorsten Wild, Gerhard Wunder

Explicit channel state information at the transmitter side is helpful to improve downlink precoding performance for multi-user MIMO systems.

A Reverse Jensen Inequality Result with Application to Mutual Information Estimation

no code implementations12 Nov 2021 Gerhard Wunder, Benedikt Groß, Rick Fritschek, Rafael F. Schaefer

The Jensen inequality is a widely used tool in a multitude of fields, such as for example information theory and machine learning.

Mutual Information Estimation

Differentially Private Synthetic Data Generation via Lipschitz-Regularised Variational Autoencoders

no code implementations22 Apr 2023 Benedikt Groß, Gerhard Wunder

It is often overlooked though that generative models are prone to memorising many details of individual training records and often generate synthetic data that too closely resembles the underlying sensitive training data, hence violating strong privacy regulations as, e. g., encountered in health care.

Privacy Preserving Synthetic Data Generation

Cannot find the paper you are looking for? You can Submit a new open access paper.