activity
20202025
most citedNeural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees

17 citations · 17 across the 5 of their papers we have counts for

collaborators

6 papers

math.OC2025

A Converse Control Lyapunov Theorem for Joint Safety and Stability

Thanin Quartz, Maxwell Fitzsimmons, Jun Liu

We show that the existence of a strictly compatible pair of control Lyapunov and control barrier functions is equivalent to the existence of a single smooth Lyapunov function that…

cs.RO2024

Signal Temporal Logic Planning with Time-Varying Robustness

Yating Yuan, Thanin Quartz, Jun Liu

This letter aims to generate a continuous-time trajectory consisting of piecewise Bézier curves that satisfy signal temporal logic (STL) specifications with piecewise time-varying…

eess.SY2024

Stochastic Reinforcement Learning with Stability Guarantees for Control of Unknown Nonlinear Systems

Thanin Quartz, Ruikun Zhou, Hans De Sterck +1

Designing a stabilizing controller for nonlinear systems is a challenging task, especially for high-dimensional problems with unknown dynamics. Traditional reinforcement learning a…

cs.CV2024

Manifold-Guided Lyapunov Control with Diffusion Models

Amartya Mukherjee, Thanin Quartz, Jun Liu

This paper presents a novel approach to generating stabilizing controllers for a large class of dynamical systems using diffusion models. The core objective is to develop stabilizi…

eess.SY2022★ 17 cited

Neural Lyapunov Control of Unknown Nonlinear Systems with Stability Guarantees

Ruikun Zhou, Thanin Quartz, Hans De Sterck +1

Learning for control of dynamical systems with formal guarantees remains a challenging task. This paper proposes a learning framework to simultaneously stabilize an unknown nonline…

math.FA2020

On the Stampfli point of some operators and matrices

Thanin Quartz, Ilya M. Spitkovsky

The center of mass of an operator (denoted St(), and called in this paper as the {\em Stampfli point} of A) was introduced by Stampfli in his Pacific J. Math (1970) paper as…