| Reactive Navigation under Non-Parametric Uncertainty through Hilbert Space Embedding of Probabilistic Velocity Obstacles | Jan 21, 2020 | Model Predictive Control | —Unverified | 0 |
| Parameterized and GPU-Parallelized Real-Time Model Predictive Control for High Degree of Freedom Robots | Jan 14, 2020 | GPUModel Predictive Control | —Unverified | 0 |
| Infinite-Horizon Differentiable Model Predictive Control | Jan 7, 2020 | Imitation Learningmodel | —Unverified | 0 |
| Aggressive Perception-Aware Navigation using Deep Optical Flow Dynamics and PixelMPC | Jan 7, 2020 | Model Predictive ControlOptical Flow Estimation | —Unverified | 0 |
| Information Theoretic Model Predictive Q-Learning | Dec 31, 2019 | Decision Makingmodel | —Unverified | 0 |
| Dual Stochastic MPC for Systems with Parametric and Structural Uncertainty | Dec 26, 2019 | Model Predictive Control | —Unverified | 0 |
| Safe and Fast Tracking on a Robot Manipulator: Robust MPC and Neural Network Control | Dec 22, 2019 | Model Predictive Control | —Unverified | 0 |
| Learning Convex Optimization Control Policies | Dec 19, 2019 | Model Predictive Control | —Unverified | 0 |
| Reduced Switching-Frequency Modulation Design for Model Predictive Control Based Modular Multilevel Converters | Dec 18, 2019 | Model Predictive Control | —Unverified | 0 |
| When Your Robot Breaks: Active Learning During Plant Failure | Dec 17, 2019 | Active LearningModel Predictive Control | —Unverified | 0 |
| Fallback Strategies in Operation Control of Microgrids with Communication Failures | Dec 10, 2019 | energy managementManagement | —Unverified | 0 |
| Neural Network Based Explicit MPC for Chemical Reactor Control | Dec 10, 2019 | Model Predictive Control | —Unverified | 0 |
| Exploiting Model Sparsity in Adaptive MPC: A Compressed Sensing Viewpoint | Dec 9, 2019 | compressed sensingDenoising | —Unverified | 0 |
| Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving | Dec 7, 2019 | Model Predictive ControlMotion Planning | —Unverified | 0 |
| Transferable Force-Torque Dynamics Model for Peg-in-hole Task | Nov 30, 2019 | Model-based Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| A Neural Network Architecture to Learn Explicit MPC Controllers from Data | Nov 25, 2019 | Model Predictive Control | —Unverified | 0 |
| Dissipativity in economic model predictive control: beyond steady-state optimality | Nov 22, 2019 | Model Predictive ControlSurvey | —Unverified | 0 |
| Robust Learning-based Predictive Control for Discrete-time Nonlinear Systems with Unknown Dynamics and State Constraints | Nov 22, 2019 | Model Predictive Control | —Unverified | 0 |
| Robust Learning Model Predictive Control for Linear Systems Performing Iterative Tasks | Nov 21, 2019 | Model Predictive Control | —Unverified | 0 |
| Fast Non-Parametric Learning to Accelerate Mixed-Integer Programming for Online Hybrid Model Predictive Control | Nov 20, 2019 | Model Predictive Control | —Unverified | 0 |
| Robust Adaptive Model Predictive Control with Worst-Case Cost | Nov 19, 2019 | Model Predictive Control | —Unverified | 0 |
| Driving Reinforcement Learning with Models | Nov 11, 2019 | Model Predictive Controlreinforcement-learning | CodeCode Available | 0 |
| Online learning-based Model Predictive Control with Gaussian Process Models and Stability Guarantees | Nov 8, 2019 | Gaussian ProcessesModel Predictive Control | —Unverified | 0 |
| AReN: Assured ReLU NN Architecture for Model Predictive Control of LTI Systems | Nov 5, 2019 | Model Predictive Control | —Unverified | 0 |
| Distributed Model Predictive Safety Certification for Learning-based Control | Nov 5, 2019 | Model Predictive Control | —Unverified | 0 |
| Probabilistic performance validation of deep learning-based robust NMPC controllers | Oct 30, 2019 | Deep LearningModel Predictive Control | —Unverified | 0 |
| Large Scale Model Predictive Control with Neural Networks and Primal Active Sets | Oct 23, 2019 | Model Predictive Control | —Unverified | 0 |
| ALGAMES: A Fast Solver for Constrained Dynamic Games | Oct 22, 2019 | Autonomous DrivingModel Predictive Control | CodeCode Available | 0 |
| Data-Driven Tracking MPC for Changing Setpoints | Oct 21, 2019 | Model Predictive Control | —Unverified | 0 |
| Towards a Reinforcement Learning Environment Toolbox for Intelligent Electric Motor Control | Oct 21, 2019 | Model Predictive ControlOpenAI Gym | CodeCode Available | 0 |
| Heterogeneously parameterized tube model predictive control for LPV systems | Oct 18, 2019 | Model Predictive Control | —Unverified | 0 |
| Zero-shot Policy Learning with Spatial Temporal RewardDecomposition on Contingency-aware Observation | Oct 17, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Building HVAC Scheduling Using Reinforcement Learning via Neural Network Based Model Approximation | Oct 11, 2019 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Object-centric Forward Modeling for Model Predictive Control | Oct 8, 2019 | modelModel Predictive Control | CodeCode Available | 0 |
| Deep Value Model Predictive Control | Oct 8, 2019 | modelModel Predictive Control | —Unverified | 0 |
| Set-based MPC for discrete-time LTI systems with maximal domain of attraction and minimal predictive control horizon | Oct 1, 2019 | Model Predictive Control | —Unverified | 0 |
| Adaptive MPC under Time Varying Uncertainty: Robust and Stochastic | Sep 30, 2019 | Model Predictive Control | —Unverified | 0 |
| Model Predictive Control-Based Battery Scheduling and Incentives to Manipulate Demand Response Baselines | Sep 26, 2019 | Model Predictive ControlScheduling | —Unverified | 0 |
| Optimal Charging of an Electric Vehicle Battery Pack: A Real-Time Sensitivity-Based MPC approach | Sep 26, 2019 | ManagementModel Predictive Control | —Unverified | 0 |
| D3PG: Deep Differentiable Deterministic Policy Gradients | Sep 25, 2019 | Deep Reinforcement LearningModel Predictive Control | —Unverified | 0 |
| Deep Dynamics Models for Learning Dexterous Manipulation | Sep 25, 2019 | Model Predictive Control | CodeCode Available | 0 |
| Data-driven approximation of the Koopman generator: Model reduction, system identification, and control | Sep 23, 2019 | Model Predictive Control | —Unverified | 0 |
| Look-Ahead SCOPF (LASCOPF) for Tracking Demand Variation via Auxiliary Proximal Message Passing (APMP) Algorithm | Sep 18, 2019 | Model Predictive Control | CodeCode Available | 0 |
| Truthful and Faithful Monetary Policy for a Stablecoin Conducted by a Decentralised, Encrypted Artificial Intelligence | Sep 16, 2019 | FairnessModel Predictive Control | —Unverified | 0 |
| Driving in Dense Traffic with Model-Free Reinforcement Learning | Sep 15, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| A Linearly Constrained Nonparametric Framework for Imitation Learning | Sep 15, 2019 | Imitation LearningModel Predictive Control | —Unverified | 0 |
| Learning-based Model Predictive Control for Smart Building Thermal Management | Sep 11, 2019 | ManagementModel Predictive Control | —Unverified | 0 |
| From perception to control: an autonomous driving system for a formula student driverless car | Aug 31, 2019 | Autonomous DrivingModel Predictive Control | CodeCode Available | 0 |
| Integrated Intelligent and Predictive Control: A Multi-Agent Adaptive Type-2 Fuzzy Control Architecture | Aug 28, 2019 | Model Predictive Control | —Unverified | 0 |
| Optimal Storage Arbitrage under Net Metering using Linear Programming | Aug 15, 2019 | Model Predictive Control | CodeCode Available | 0 |