| Simultaneous Suspension Control and Energy Harvesting through Novel Design and Control of a New Nonlinear Energy Harvesting Shock Absorber | Jun 19, 2021 | Model Predictive Control | —Unverified | 0 |
| Six-DoF Stewart Platform Motion Simulator Control using Switchable Model Predictive Control | Mar 14, 2025 | Model Predictive Control | —Unverified | 0 |
| Smart energy management: process structure-based hybrid neural networks for optimal scheduling and economic predictive control in integrated systems | Oct 7, 2024 | energy managementManagement | —Unverified | 0 |
| Smart Home Energy Management System for Power System Resiliency | Mar 12, 2020 | Decision Makingenergy management | —Unverified | 0 |
| Learning from the Hindsight Plan -- Episodic MPC Improvement | Sep 28, 2016 | Contact-rich ManipulationModel Predictive Control | CodeCode Available | 0 |
| Taming High-Dimensional Dynamics: Learning Optimal Projections onto Spectral Submanifolds | Apr 4, 2025 | Model Predictive Control | CodeCode Available | 0 |
| Deep convolutional recurrent autoencoders for learning low-dimensional feature dynamics of fluid systems | Aug 3, 2018 | Computational EfficiencyModel Predictive Control | CodeCode Available | 0 |
| Learning Flatness-Preserving Residuals for Pure-Feedback Systems | Apr 6, 2025 | Model Predictive Control | CodeCode Available | 0 |
| Intention-Aware Control Based on Belief-Space Specifications and Stochastic Expansion | Apr 13, 2024 | Autonomous DrivingModel Predictive Control | CodeCode Available | 0 |
| Regret and Conservatism of Distributionally Robust Constrained Stochastic Model Predictive Control | Sep 21, 2023 | Model Predictive Control | CodeCode Available | 0 |
| Optimal Storage Arbitrage under Net Metering using Linear Programming | Aug 15, 2019 | Model Predictive Control | CodeCode Available | 0 |
| Learning Bilinear Models of Actuated Koopman Generators from Partially-Observed Trajectories | Sep 20, 2022 | Model Predictive ControlState Estimation | CodeCode Available | 0 |
| Steady-State Error Compensation in Reference Tracking and Disturbance Rejection Problems for Reinforcement Learning-Based Control | Jan 31, 2022 | Model Predictive ControlReinforcement Learning (RL) | CodeCode Available | 0 |
| Zero-shot Policy Learning with Spatial Temporal RewardDecomposition on Contingency-aware Observation | Oct 17, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Configuration-Constrained Tube MPC for Tracking | May 6, 2024 | Model Predictive Control | CodeCode Available | 0 |
| Reinforced Model Predictive Control via Trust-Region Quasi-Newton Policy Optimization | May 28, 2024 | Model Predictive Controlreinforcement-learning | CodeCode Available | 0 |
| Evaluating the Impact of Model Accuracy for Optimizing Battery Energy Storage Systems | Jun 20, 2025 | energy tradingModel Predictive Control | CodeCode Available | 0 |
| Reinforcement Learning and Deep Learning based Lateral Control for Autonomous Driving | Oct 30, 2018 | Autonomous DrivingDeep Learning | CodeCode Available | 0 |
| Empirical Study of Dynamic Regret in Online Model Predictive Control for Linear Time-Varying Systems | Feb 19, 2025 | Model Predictive ControlPrediction | CodeCode Available | 0 |
| Learning, Planning, and Control in a Monolithic Neural Event Inference Architecture | Sep 19, 2018 | Model Predictive Control | CodeCode Available | 0 |
| DISCO: Double Likelihood-free Inference Stochastic Control | Feb 18, 2020 | Model Predictive Control | CodeCode Available | 0 |
| Safe Chance Constrained Reinforcement Learning for Batch Process Control | Apr 23, 2021 | Gaussian ProcessesModel Predictive Control | CodeCode Available | 0 |
| Model Predictive Control of District Heating Grids Using Stabilizing Terminal Ingredients | Apr 2, 2024 | Model Predictive Control | CodeCode Available | 0 |
| Model-based Reinforcement Learning for Continuous Control with Posterior Sampling | Nov 20, 2020 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control | Feb 8, 2023 | Combinatorial OptimizationModel Predictive Control | CodeCode Available | 0 |
| Driving in Dense Traffic with Model-Free Reinforcement Learning | Sep 15, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| TAMPC: A Controller for Escaping Traps in Novel Environments | Oct 23, 2020 | Model Predictive Control | CodeCode Available | 0 |
| ALGAMES: A Fast Solver for Constrained Dynamic Games | Oct 22, 2019 | Autonomous DrivingModel Predictive Control | CodeCode Available | 0 |
| Output-feedback model predictive control under dynamic uncertainties using integral quadratic constraints | Mar 31, 2025 | Model Predictive Control | CodeCode Available | 0 |
| Model Predictive Control of Wind Turbines with Piecewise-Affine Power Coefficient Approximation | Apr 28, 2023 | Model Predictive Control | CodeCode Available | 0 |
| Object-centric Forward Modeling for Model Predictive Control | Oct 8, 2019 | modelModel Predictive Control | CodeCode Available | 0 |
| Safe Deep Model-Based Reinforcement Learning with Lyapunov Functions | May 25, 2024 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 0 |
| Occupancy Prediction for Building Energy Systems with Latent Force Models | Jan 10, 2024 | Model Predictive Control | CodeCode Available | 0 |
| Learning the Uncertainty Sets for Control Dynamics via Set Membership: A Non-Asymptotic Analysis | Sep 26, 2023 | Model Predictive Control | CodeCode Available | 0 |
| Integrating Reinforcement Learning and Model Predictive Control with Applications to Microgrids | Sep 17, 2024 | Model Predictive Controlreinforcement-learning | CodeCode Available | 0 |
| Occupant-Oriented Demand Response with Multi-Zone Thermal Building Control | Jan 9, 2023 | Model Predictive Control | CodeCode Available | 0 |
| Differentiable MPC for End-to-end Planning and Control | Oct 31, 2018 | Imitation LearningModel Predictive Control | CodeCode Available | 0 |
| Offline Reinforcement Learning via Inverse Optimization | Feb 27, 2025 | Model Predictive ControlMuJoCo | CodeCode Available | 0 |
| Safe Distributed Learning-Enhanced Predictive Control for Multiple Quadrupedal Robots | Mar 6, 2025 | Collision AvoidanceModel Predictive Control | CodeCode Available | 0 |
| Robust Model Predictive Control Exploiting Monotonicity Properties | Aug 30, 2024 | modelModel Predictive Control | CodeCode Available | 0 |
| Learning-Based MPC for Fuel Efficient Control of Autonomous Vehicles with Discrete Gear Selection | Mar 14, 2025 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 0 |
| Pruning deep neural networks generates a sparse, bio-inspired nonlinear controller for insect flight | Jan 5, 2022 | Model Predictive ControlNetwork Pruning | CodeCode Available | 0 |
| Automatic nonlinear MPC approximation with closed-loop guarantees | Dec 15, 2023 | Model Predictive Control | CodeCode Available | 0 |
| Efficient Configuration-Constrained Tube MPC via Variables Restriction and Template Selection | May 20, 2025 | Model Predictive Control | CodeCode Available | 0 |
| Model Predictive Control with Self-supervised Representation Learning | Apr 14, 2023 | Computational Efficiencymodel | CodeCode Available | 0 |
| Lessons learned from field demonstrations of model predictive control and reinforcement learning for residential and commercial HVAC: A review | Mar 6, 2025 | Model Predictive ControlReinforcement Learning (RL) | CodeCode Available | 0 |
| Learning-based model predictive control with moving horizon state estimation for autonomous racing | Sep 28, 2024 | Autonomous RacingModel Predictive Control | CodeCode Available | 0 |
| Simulator Predictive Control: Using Learned Task Representations and MPC for Zero-Shot Generalization and Sequencing | Oct 4, 2018 | Model Predictive ControlReinforcement Learning | CodeCode Available | 0 |
| Learning-Based Model Predictive Control for Piecewise Affine Systems with Feasibility Guarantees | Nov 30, 2024 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Data-driven Control of T-Product-based Dynamical Systems | Feb 20, 2025 | Model Predictive Control | CodeCode Available | 0 |