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Papers
Certified Training with Branch-and-Bound for Lyapunov-stable Neural Control
L4DC 2026
HALO: Hybrid Auto-encoded Locomotion with Learned Latent Dynamics, Poincaré Maps, and Regions of Attraction
L4DC 2026
Computation-Aware Learning for Stable Control with Gaussian Process
RSS 2024
Lyapunov-stable Neural Control for State and Output Feedback: A Novel Formulation
ICML 2024
Meta-Learning-Based Adaptive Stability Certificates for Dynamical Systems
AAAI 2024
Approximate Regions of Attraction in Learning with Decision-Dependent Distributions
AISTATS 2023
Hybrid Systems Neural Control with Region-of-Attraction Planner
L4DC 2023
A Piecewise Learning Framework for Control of Unknown Nonlinear Systems with Stability Guarantees
L4DC 2022
Robust Imitation of a Few Demonstrations with a Backwards Model
NeurIPS 2022
Convergence behavior of belief propagation: estimating regions of attraction via Lyapunov functions
UAI 2021
Lyapunov-stable neural-network control
RSS 2021
Offset-free setpoint tracking using neural network controllers
L4DC 2021
Neural Lyapunov Control
NeurIPS 2019
The Lyapunov Neural Network: Adaptive Stability Certification for Safe Learning of Dynamical Systems
CoRL 2018