Byzantine-Robust Decentralized Federated Learning
Minghong Fang, Zifan Zhang, et al.
CCS 2024
In this paper various measures for the uniformity of distribution of a point set in the unit cube are studied. We show how the diaphony and spectral test based on Walsh functions appear naturally as the worst-case error of integration in certain Hilbert spaces which are based on Walsh functions. Furthermore, it has been shown that this worst-case error equals to the root mean square discrepancy of an Owen scrambled point set. We also prove that the diaphony in base 2 coincides with the root mean square worst-case error for integration in certain weighted Sobolev spaces. This connection has also a geometrical interpretation, which leads to a geometrical interpretation of the diaphony in base 2. Furthermore we also establish a connection between the diaphony and the root mean square weighted L2 discrepancy of randomly digitally shifted points. © 2005 IMACS. Published by Elsevier B.V. All rights reserved.
Minghong Fang, Zifan Zhang, et al.
CCS 2024
Nimrod Megiddo
Journal of Symbolic Computation
Kafai Lai, Alan E. Rosenbluth, et al.
SPIE Advanced Lithography 2007
F.M. Schellenberg, M. Levenson, et al.
BACUS Symposium on Photomask Technology and Management 1991