Butterfly Effects of SGD Noise: Error Amplification in Behavior Cloning
and AutoregressionInternational Conference on Learning Representations (ICLR), 2023 |
Dissipative Imitation Learning for Discrete Dynamic Output Feedback
Control with Sparse Data SetsInternational Journal of Robust and Nonlinear Control (IJRNC), 2023 |
Provable Guarantees for Generative Behavior Cloning: Bridging Low-Level
Stability and High-Level BehaviorNeural Information Processing Systems (NeurIPS), 2023 |
Risk Verification of Stochastic Systems with Neural Network ControllersArtificial Intelligence (AIJ), 2022 |
Imitation Learning of Stabilizing Policies for Nonlinear SystemsEuropean Journal of Control (EJC), 2021 |