56 citations · 198 across the 34 of their papers we have counts for
40 papers
Dynamics to decision: A mathematical theory of Lyapunov spectra and decision boundaries in deep classifiers
Shirin Panahi, Amirhossein Nazerian, Ali Pezeshki
A deep classifier is defined not only by the decision it produces, but also by the sequence of transformations through which that decision is formed. Treating this evolution as a d…
Manifold-Stable Flow Matching
Amirhossein Nazerian, Ali Pezeshki, Jianguo Zhao
Flow matching (FM) learns generative dynamics through velocity regression. Geometric FM variants commonly assume a prior supported on the data manifold, requiring geometric knowled…
Complementary Waveform Coordination for Doppler-Resilient MIMO Radar
Maksim Antonik, Wenbing Dang, Ali Pezeshki +2
Complementary waveform libraries yield impulse-like aggregate delay responses at zero Doppler, but pulse-dependent Doppler phases degrade their sidelobe cancellation. This paper de…
A Performance Bound for the Greedy Algorithm in a Generalized Class of String Optimization Problems
Brandon Van Over, Bowen Li, Edwin K. P. Chong +1
We present a simple performance bound for the greedy scheme in string optimization problems that obtains strong results. Our approach vastly generalizes the group of previously est…
On Bounds for Greedy Schemes in String Optimization based on Greedy Curvatures
Bowen Li, Brandon Van Over, Edwin K. P. Chong +1
We consider the celebrated bound introduced by Conforti and Cornuéjols (1984) for greedy schemes in submodular optimization. The bound assumes a submodular function defined on a co…
An Improved Greedy Curvature Bound in Finite-Horizon String Optimization with Application to a Sensor Coverage Problem
Brandon Van Over, Bowen Li, Edwin K. P. Chong +1
We study the optimization problem of choosing strings of finite length to maximize string submodular functions on string matroids, which is a broader class of problems than maximiz…