3 papers
eess.SY2026
Online Bayesian Learning of Agent Behavior in Differential Games
Francesco Bianchin, Robert Lefringhausen, Sandra Hirche
This work introduces an online Bayesian game-theoretic method for behavior identification in multi-agent dynamical systems. By casting Hamilton-Jacobi-Bellman optimality conditions…
eess.SY2025
A Set-Theoretic Robust Control Approach for Linear Quadratic Games with Unknown Counterparts
Francesco Bianchin, Robert Lefringhausen, Elisa Gaetan +2
Ensuring robust decision-making in multi-agent systems is challenging when agents have distinct, possibly conflicting objectives and lack full knowledge of each other's strategies.…
eess.SY2025
Barrier Certificates for Unknown Systems with Latent States and Polynomial Dynamics using Bayesian Inference
Robert Lefringhausen, Sami Leon Noel Aziz Hanna, Elias August +1
Certifying safety in dynamical systems is crucial, but barrier certificates - widely used to verify that system trajectories remain within a safe region - typically require explici…