Byzantine-Robust Decentralized Federated Learning
Minghong Fang, Zifan Zhang, et al.
CCS 2024
Given a set X with elements x, y,... which has a partial order < on the pairs of the Cartesian product X2, one may seek a distance function ρ{variant} on such pairs (x, y) which satisfies ρ{variant}(x1, y1) < ρ{variant}(x2, y2) precisely when (x1, y1) < (x2, y2), and even demand a metric space (X, ρ{variant}) with some such compatible ρ{variant} which has an isometric imbedding into a finite-dimensional Euclidean space or a separable Hilbert space. We exhibit here systems (X, <) which cannot meet the latter demand. The space of real m-tuples (ξ1,...,ξm) with either the "city-block" norm Σi ∥ξi∥ or the "dominance" norm maxi, ∥ξi∥ cannot possibly become a subset of any finite-dimensional Euclidean space. The set of real sequences (ξ1, ξ2,...) with finitely many nonzero elements and the supremum norm supi, ∥ξi∥ cannot even become a subset of any separable Hilbert space. © 1978.
Minghong Fang, Zifan Zhang, et al.
CCS 2024
Satoshi Hada
IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences
John R. Kender, Rick Kjeldsen
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fausto Bernardini, Holly Rushmeier
Proceedings of SPIE - The International Society for Optical Engineering