2 papers
cs.LG2020
Information-Theoretic Bounds on the Generalization Error and Privacy Leakage in Federated Learning
Semih Yagli, Alex Dytso, H. Vincent Poor
Machine learning algorithms operating on mobile networks can be characterized into three different categories. First is the classical situation in which the end-user devices send t…
cs.IT2019
The Capacity Achieving Distribution for the Amplitude Constrained Additive Gaussian Channel: An Upper Bound on the Number of Mass Points
Alex Dytso, Semih Yagli, H. Vincent Poor +1
This paper studies an -dimensional additive Gaussian noise channel with a peak-power-constrained input. It is well known that, in this case, when the capacity-achieving in…