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Vicenç Rubies-Royo

4 accepted papers

2021

Inferring Objectives in Continuous Dynamic Games from Noise-Corrupted Partial State Observations

RSS 2021poster

Robots and autonomous systems must interact with one another and their environment to provide high-quality services to their users. Dynamic game theory provides an expressive theoretical framework for modeling scenarios involving multiple agents with differing objectives interacting over time. A c…

2020

An Iterative Quadratic Method for General-Sum Differential Games with Feedback Linearizable Dynamics

ICRA 2020poster

Iterative linear-quadratic (ILQ) methods are widely used in the nonlinear optimal control community. Recent work has applied similar methodology in the setting of multi-player general-sum differential games. Here, ILQ methods are capable of finding local equilibria in interactive motion planning pro…

Cited by 37SourceScholar
2019

A Classification-based Approach for Approximate Reachability

ICRA 2019poster

Hamilton-Jacobi (HJ) reachability analysis has been developed over the past decades into a widely-applicable tool for determining goal satisfaction and safety verification in nonlinear systems. While HJ reachability can be formulated very generally, computational complexity can be a serious impedime…

Cited by 51SourcecodeScholar
2019

Bridging Hamilton-Jacobi Safety Analysis and Reinforcement Learning

ICRA 2019poster

Safety analysis is a necessary component in the design and deployment of autonomous robotic systems. Techniques from robust optimal control theory, such as Hamilton-Jacobi reachability analysis, allow a rigorous formalization of safety as guaranteed constraint satisfaction. Unfortunately, the comput…

Cited by 163SourceScholar