activity
20232026
most citedTransformerMPC: Accelerating Model Predictive Control via Transformers

3 citations · 3 across the 5 of their papers we have counts for

collaborators

5 papers

cs.MA2026

Game-Theoretic Autonomous Driving: A Graphs of Convex Sets Approach

Nikolaj Käfer, Ahmed Khalil, Edward Huynh +2

Multi-vehicle autonomous driving couples strategic interaction with hybrid (discrete-continuous) maneuver planning under shared safety constraints. We introduce IBR-GCS, an Iterati…

math.OC2025

Ensemble Kalman Inversion for Constrained Nonlinear MPC: An ADMM-Splitting Approach

Ahmed Khalil, Mohamed Safwat, Efstathios Bakolas

This work proposes a novel Alternating Direction Method of Multipliers (ADMM)-based Ensemble Kalman Inversion (EKI) algorithm for solving constrained nonlinear model predictive con…

math.OC2025

Distributed and Localized Covariance Control of Coupled Systems: A System Level Approach

Ahmed Khalil, Yoonjae Lee, Efstathios Bakolas

This work is concerned with the finite-horizon optimal covariance steering of networked systems governed by discrete-time stochastic linear dynamics. In contrast with existing work…

cs.RO2024★ 3 cited

TransformerMPC: Accelerating Model Predictive Control via Transformers

Vrushabh Zinage, Ahmed Khalil, Efstathios Bakolas

In this paper, we address the problem of reducing the computational burden of Model Predictive Control (MPC) for real-time robotic applications. We propose TransformerMPC, a method…

cs.CR2023

Cybersecurity in Motion: A Survey of Challenges and Requirements for Future Test Facilities of CAVs

Ioannis Mavromatis, Theodoros Spyridopoulos, Pietro Carnelli +12

The way we travel is changing rapidly, and Cooperative Intelligent Transportation Systems (C-ITSs) are at the forefront of this evolution. However, the adoption of C-ITSs introduce…