| Cautious Bayesian MPC: Regret Analysis and Bounds on the Number of Unsafe Learning Episodes | Jun 5, 2020 | Model Predictive Control | —Unverified | 0 |
| Minimization of Constraint Violation Probability in Model Predictive Control | Jun 3, 2020 | Model Predictive Control | —Unverified | 0 |
| N 2 C : Neural Network Controller Design Using Behavioral Cloning | Jun 1, 2020 | Model Predictive ControlMotion Planning | —Unverified | 0 |
| Control Design for Risk-Based Signal Temporal Logic Specifications | May 30, 2020 | Model Predictive Control | —Unverified | 0 |
| Robust Adaptive Control Barrier Functions: An Adaptive & Data-Driven Approach to Safety (Extended Version) | May 28, 2020 | Model Predictive Control | —Unverified | 0 |
| Verification and Validation of Convex Optimization Algorithms for Model Predictive Control | May 26, 2020 | Model Predictive Control | —Unverified | 0 |
| Constrained nonlinear output regulation using model predictive control -- extended version | May 25, 2020 | Model Predictive Control | —Unverified | 0 |
| Learning to Charge RF-Energy Harvesting Devices in WiFi Networks | May 25, 2020 | Model Predictive Control | —Unverified | 0 |
| Economic model predictive control for snake robot locomotion | May 22, 2020 | modelModel Predictive Control | CodeCode Available | 0 |
| An Optimal Predictive Control Strategy for COVID-19 (SARS-CoV-2) Social Distancing Policies in Brazil | May 21, 2020 | Model Predictive Control | —Unverified | 0 |
| Reinforcement Learning Based on Real-Time Iteration NMPC | May 11, 2020 | Model Predictive Controlreinforcement-learning | —Unverified | 0 |
| On the use of Data-Driven Cost Function Identification in Parametrized NMPC | May 8, 2020 | Model Predictive Control | —Unverified | 0 |
| On Training and Evaluation of Neural Network Approaches for Model Predictive Control | May 8, 2020 | Model Predictive Control | —Unverified | 0 |
| Robust and optimal predictive control of the COVID-19 outbreak | May 7, 2020 | Model Predictive Control | —Unverified | 0 |
| A Framework for Quasi Time-Optimal Nonlinear Model Predictive Control with Soft Constraints | May 6, 2020 | Model Predictive Control | —Unverified | 0 |
| Localized active learning of Gaussian process state space models | May 4, 2020 | Active LearningModel Predictive Control | —Unverified | 0 |
| Learning Model Predictive Control for Competitive Autonomous Racing | May 2, 2020 | Autonomous Racingmodel | —Unverified | 0 |
| TS-MPC for Autonomous Vehicle using a Learning Approach | Apr 29, 2020 | Autonomous DrivingModel Predictive Control | —Unverified | 0 |
| MMC-Based Distributed Maximum Power Point Tracking for Photovoltaic Systems | Apr 27, 2020 | Model Predictive ControlPoint Tracking | —Unverified | 0 |
| Approximate Inverse Reinforcement Learning from Vision-based Imitation Learning | Apr 17, 2020 | Autonomous DrivingImitation Learning | —Unverified | 0 |
| Data-Driven Distributed Stochastic Model Predictive Control with Closed-Loop Chance Constraint Satisfaction | Apr 6, 2020 | Model Predictive Control | —Unverified | 0 |
| Forward-looking persistent excitation in model predictive control | Apr 3, 2020 | modelModel Predictive Control | —Unverified | 0 |
| Reinforcement Learning for Mixed-Integer Problems Based on MPC | Apr 3, 2020 | Model Predictive ControlQ-Learning | —Unverified | 0 |
| On the Feedback Law in Stochastic Optimal Nonlinear Control | Apr 1, 2020 | Model Predictive Control | —Unverified | 0 |
| Active exploration in adaptive model predictive control | Mar 31, 2020 | modelModel Predictive Control | —Unverified | 0 |
| Real-Time Dispatching of Large-Scale Ride-Sharing Systems: Integrating Optimization, Machine Learning, and Model Predictive Control | Mar 24, 2020 | Model Predictive Control | —Unverified | 0 |
| Constrained Controller and Observer Design by Inverse Optimality | Mar 23, 2020 | Model Predictive Control | —Unverified | 0 |
| Goal-Conditioned End-to-End Visuomotor Control for Versatile Skill Primitives | Mar 19, 2020 | Imitation LearningMeta-Learning | CodeCode Available | 0 |
| A probabilistic validation approach for penalty function design in Stochastic Model Predictive Control | Mar 16, 2020 | Model Predictive Control | —Unverified | 0 |
| Robust Constraint Satisfaction in Data-Driven MPC | Mar 15, 2020 | Model Predictive Control | —Unverified | 0 |
| Combined Robust and Stochastic Model Predictive Control for Models of Different Granularity | Mar 14, 2020 | Collision AvoidanceModel Predictive Control | —Unverified | 0 |
| Data Set Description: Identifying the Physics Behind an Electric Motor -- Data-Driven Learning of the Electrical Behavior (Part II) | Mar 13, 2020 | Model Predictive Controlvalid | —Unverified | 0 |
| Comments on `Design and Implementation of Model-Predictive Control With Friction Compensation on an Omnidirectional Mobile Robot' | Mar 12, 2020 | FrictionModel Predictive Control | —Unverified | 0 |
| Smart Home Energy Management System for Power System Resiliency | Mar 12, 2020 | Decision Makingenergy management | —Unverified | 0 |
| Linear robust adaptive model predictive control: Computational complexity and conservatism -- extended version | Mar 11, 2020 | Model Predictive Control | —Unverified | 0 |
| ABC-LMPC: Safe Sample-Based Learning MPC for Stochastic Nonlinear Dynamical Systems with Adjustable Boundary Conditions | Mar 3, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| MPC-guided Imitation Learning of Neural Network Policies for the Artificial Pancreas | Mar 3, 2020 | Bayesian InferenceImitation Learning | CodeCode Available | 0 |
| PlaNet of the Bayesians: Reconsidering and Improving Deep Planning Network by Incorporating Bayesian Inference | Mar 1, 2020 | Bayesian Inferencecontinuous-control | —Unverified | 0 |
| Robust-Adaptive Control of Linear Systems: beyond Quadratic Costs | Feb 25, 2020 | Autonomous DrivingModel Predictive Control | —Unverified | 0 |
| Neural Lyapunov Model Predictive Control: Learning Safe Global Controllers from Sub-optimal Examples | Feb 21, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| V-Formation via Model Predictive Control | Feb 20, 2020 | modelModel Predictive Control | —Unverified | 0 |
| DISCO: Double Likelihood-free Inference Stochastic Control | Feb 18, 2020 | Model Predictive Control | CodeCode Available | 0 |
| Deep Learning Tubes for Tube MPC | Feb 5, 2020 | Deep LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Domain-Adversarial and Conditional State Space Model for Imitation Learning | Jan 31, 2020 | continuous-controlContinuous Control | —Unverified | 0 |
| Safe Trajectory Tracking in Uncertain Environments | Jan 30, 2020 | Model Predictive Control | —Unverified | 0 |
| Coalitional predictive control: consensus-based coalition forming with robust regulation | Jan 28, 2020 | Model Predictive Control | —Unverified | 0 |
| NeurOpt: Neural network based optimization for building energy management and climate control | Jan 22, 2020 | energy managementManagement | —Unverified | 0 |
| Automatic Differentiation and Continuous Sensitivity Analysis of Rigid Body Dynamics | Jan 22, 2020 | Model Predictive Controlparameter estimation | —Unverified | 0 |
| Lyceum: An efficient and scalable ecosystem for robot learning | Jan 21, 2020 | Model Predictive ControlMuJoCo | —Unverified | 0 |
| Grocery Store Flexibility Management Using Model Predictive Control With Neural Networks | Jan 21, 2020 | ManagementModel Predictive Control | —Unverified | 0 |