| 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 |