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

6 citations · 7 across the 3 of their papers we have counts for

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math.OC2021

On the Convexity of Discrete Time Covariance Steering in Stochastic Linear Systems with Wasserstein Terminal Cost

Isin M. Balci, Abhishek Halder, Efstathios Bakolas

In this work, we analyze the properties of the solution to the covariance steering problem for discrete time Gaussian linear systems with a squared Wasserstein distance terminal co…

math.OC20206 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

Density-based Stochastic Reachability Computation for Occupancy Prediction in Automated Driving

Shadi Haddad, Abhishek Halder, Baljeet Singh

We propose a stochastic reachability computation framework for occupancy prediction in automated driving by directly solving the underlying transport partial differential equation…

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…