activity
20142026
most citedExploring Adversarial Robustness of Multi-Sensor Perception Systems in Self Driving

17 citations · 79 across the 21 of their papers we have counts for

collaborators

27 papers

cs.LG2026

Wasserstein Distributionally Robust Risk-Sensitive Estimation via Conditional Value-at-Risk

Feras Al Taha, Eilyan Bitar

We propose a distributionally robust approach to risk-sensitive estimation of an unknown signal x from an observed signal y. The observation and unknown signal are modeled as rando…

math.OC2025

Distributionally Robust Regret Optimal Control Under Moment-Based Ambiguity Sets

Feras Al Taha, Eilyan Bitar

We consider a class of finite-horizon, linear-quadratic stochastic control problems, where the probability distribution governing the noise process is unknown but assumed to belong…

math.OC2024

Distributionally Robust Regret Minimization

Eilyan Bitar

We consider decision-making problems involving the optimization of linear objective functions with uncertain coefficients. The probability distribution of the coefficients--which a…

eess.SY2024

When are Lossy Energy Storage Optimization Models Convex?

Feras Al Taha, Eilyan Bitar

We examine a class of optimization problems involving the optimal operation of a single lossy energy storage system, where energy losses occur during charging and discharging. Thes…

eess.SY2023★ 1 cited

A Multi-Battery Model for the Aggregate Flexibility of Heterogeneous Electric Vehicles

Feras Al Taha, Tyrone Vincent, Eilyan Bitar

The increasing prevalence of electric vehicles (EVs) in the transportation sector will introduce a large number of highly flexible electric loads that EV aggregators can pool and c…

math.OC2023★ 2 cited

A Distributionally Robust Approach to Regret Optimal Control using the Wasserstein Distance

Feras Al Taha, Shuhao Yan, Eilyan Bitar

This paper proposes a distributionally robust approach to regret optimal control of discrete-time linear dynamical systems with quadratic costs subject to a stochastic additive dis…