4 papers
Effect of Spherical Parameter Space on Number of Non-Forgetting Tasks and Capacity of Continual Learning
Nazanin Mirhosseini
We propose a continuous learning formulation for non-forgetting tasks with the spherical parameter space in asymptotic regime …
Hemispherical Concentration Subset Recovery in Many-Access Gaussian Multiple-Access Channels
Nazanin Mirhosseini
We consider subset recovery in the many-access Gaussian multiple-access channel with a shared spherical codebook, where codewords are drawn independently and uniformly from the hyp…
Unified Error Analysis for Synchronous and Asynchronous Two-User Random Access
Nazanin Mirhosseini, Jie Luo
We consider a two-user random access system in which each user independently selects a coding scheme from a finite set for every message, without sharing these choices with the oth…
On Geometric Asymmetry and Information in Sequential Dimension Reduction
Nazanin Mirhosseini
Standard random projection techniques operate as a black box, mapping high-dimensional structures directly to a lower-dimensional space where the target dimension must be specified…