activity
20182021
most citedGlobal Convergence of Second-order Dynamics in Two-layer Neural Networks

6 citations · 6 across the 2 of their papers we have counts for

collaborators

10 papers

math.OC2021

Stochastic Uncertainty Propagation in Power System Dynamics using Measure-valued Proximal Recursions

Abhishek Halder, Kenneth F. Caluya, Pegah Ojaghi +1

We present a proximal algorithm that performs a variational recursion on the space of joint probability measures to propagate the stochastic uncertainties in power system dynamics…

eess.SY2020

Prediction and Optimal Feedback Steering of Probability Density Functions for Safe Automated Driving

Shadi Haddad, Kenneth F. Caluya, Abhishek Halder +1

We propose a stochastic prediction-control framework to promote safety in automated driving by directly controlling the joint state probability density functions (PDFs) subject to…

math.OC2020★ 6 cited

Global Convergence of Second-order Dynamics in Two-layer Neural Networks

Walid Krichene, Kenneth F. Caluya, Abhishek Halder

Recent results have shown that for two-layer fully connected neural networks, gradient flow converges to a global optimum in the infinite width limit, by making a connection betwee…

math.OC2020

Reflected Schrödinger Bridge: Density Control with Path Constraints

Kenneth F. Caluya, Abhishek Halder

How to steer a given joint state probability density function to another over finite horizon subject to a controlled stochastic dynamics with hard state (sample path) constraints?…

math.OC2019

Wasserstein Proximal Algorithms for the Schrödinger Bridge Problem: Density Control with Nonlinear Drift

Kenneth F. Caluya, Abhishek Halder

We study the Schrödinger bridge problem (SBP) with nonlinear prior dynamics. In control-theoretic language, this is a problem of minimum effort steering of a given joint state prob…

math.OC2019

Finite Horizon Density Steering for Multi-input State Feedback Linearizable Systems

Kenneth F. Caluya, Abhishek Halder

In this paper, we study the feedback synthesis problem for steering the joint state density or ensemble subject to multi-input state feedback linearizable dynamics. This problem is…