| Learning-based Model Predictive Control for Safe Exploration | Mar 22, 2018 | modelModel Predictive Control | CodeCode Available | 0 |
| Discontinuity-Sensitive Optimal Control Learning by Mixture of Experts | Mar 7, 2018 | Mixture-of-ExpertsModel Predictive Control | CodeCode Available | 0 |
| Automating Vehicles by Deep Reinforcement Learning using Task Separation with Hill Climbing | Nov 29, 2017 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Cautious NMPC with Gaussian Process Dynamics for Autonomous Miniature Race Cars | Nov 17, 2017 | Model Predictive Control | —Unverified | 0 |
| Deep Learning and Model Predictive Control for Self-Tuning Mode-Locked Lasers | Nov 2, 2017 | Model Predictive Control | —Unverified | 0 |
| Deep Haptic Model Predictive Control for Robot-Assisted Dressing | Sep 27, 2017 | Common Sense ReasoningModel Predictive Control | —Unverified | 0 |
| A second order primal-dual method for nonsmooth convex composite optimization | Sep 5, 2017 | Model Predictive Control | —Unverified | 0 |
| Neural Network Dynamics for Model-Based Deep Reinforcement Learning with Model-Free Fine-Tuning | Aug 8, 2017 | Deep Reinforcement Learningmodel | CodeCode Available | 0 |
| Prediction under Uncertainty in Sparse Spectrum Gaussian Processes with Applications to Filtering and Control | Aug 1, 2017 | Gaussian ProcessesModel Predictive Control | —Unverified | 0 |
| A Fast Integrated Planning and Control Framework for Autonomous Driving via Imitation Learning | Jul 9, 2017 | Autonomous DrivingImitation Learning | —Unverified | 0 |
| Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control | Jun 20, 2017 | Gaussian ProcessesModel Predictive Control | CodeCode Available | 0 |
| Multi-Period Trading via Convex Optimization | Apr 29, 2017 | Model Predictive Control | CodeCode Available | 0 |
| Distributed Model Predictive Control for Heterogeneous V ehicle Platoons Under Unidirectional Topologies | Mar 3, 2017 | Model Predictive Control | —Unverified | 0 |
| Learning Model Predictive Control for Iterative Tasks: A Computationally Efficient Approach for Linear System | Feb 23, 2017 | Model Predictive Control | —Unverified | 0 |
| Autonomous Racing using Learning Model Predictive Control | Oct 20, 2016 | Autonomous Racingmodel | —Unverified | 0 |
| Generalized Online Transfer Learning for Climate Control in Residential Buildings | Oct 13, 2016 | Model Predictive ControlTransfer Learning | —Unverified | 0 |
| Deep Visual Foresight for Planning Robot Motion | Oct 3, 2016 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 0 |
| Learning from the Hindsight Plan -- Episodic MPC Improvement | Sep 28, 2016 | Contact-rich ManipulationModel Predictive Control | CodeCode Available | 0 |
| Learning Model Predictive Control for iterative tasks. A Data-Driven Control Framework | Sep 6, 2016 | Model Predictive Control | —Unverified | 0 |
| Adaptive Probabilistic Trajectory Optimization via Efficient Approximate Inference | Aug 22, 2016 | Model Predictive ControlReinforcement Learning | —Unverified | 0 |
| Mixed Strategy for Constrained Stochastic Optimal Control | Jul 6, 2016 | Model Predictive Control | —Unverified | 0 |
| PLATO: Policy Learning using Adaptive Trajectory Optimization | Mar 2, 2016 | Model Predictive Control | —Unverified | 0 |
| Online Model Estimation for Predictive Thermal Control of Buildings | Dec 27, 2015 | Model Predictive Controlparameter estimation | —Unverified | 0 |
| Self-Excitation: An Enabler for Online Thermal Estimation and Model Predictive Control of Buildings | Dec 27, 2015 | Active LearningModel Predictive Control | —Unverified | 0 |
| Data-Efficient Learning of Feedback Policies from Image Pixels using Deep Dynamical Models | Oct 8, 2015 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| One-Shot Learning of Manipulation Skills with Online Dynamics Adaptation and Neural Network Priors | Sep 23, 2015 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| Model-based Reinforcement Learning with Parametrized Physical Models and Optimism-Driven Exploration | Sep 23, 2015 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| Learning Deep Control Policies for Autonomous Aerial Vehicles with MPC-Guided Policy Search | Sep 22, 2015 | Model Predictive Controlreinforcement-learning | —Unverified | 0 |
| Constrained Nonlinear Model Predictive Control of an MMA Polymerization Process via Evolutionary Optimization | Feb 15, 2015 | Model Predictive Control | —Unverified | 0 |
| From Pixels to Torques: Policy Learning with Deep Dynamical Models | Feb 8, 2015 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| Nonlinear Model Predictive Control of A Gasoline HCCI Engine Using Extreme Learning Machines | Jan 16, 2015 | Model Predictive Control | —Unverified | 0 |
| An Extreme Learning Machine Approach to Predicting Near Chaotic HCCI Combustion Phasing in Real-Time | Oct 14, 2013 | Model Predictive Control | —Unverified | 0 |