| A Comparison Benchmark for Distributed Hybrid MPC Control Methods: Distributed Vehicle Platooning | Jan 18, 2024 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 | 5 |
| Enhancing Feasibility and Safety of Nonlinear Model Predictive Control with Discrete-Time Control Barrier Functions | May 21, 2021 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Enhancing Safety in Mixed Traffic: Learning-Based Modeling and Efficient Control of Autonomous and Human-Driven Vehicles | Apr 10, 2024 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 | 5 |
| Event-triggered and distributed model predictive control for guaranteed collision avoidance in UAV swarms | Jun 22, 2022 | Collision AvoidanceModel Predictive Control | CodeCode Available | 1 | 5 |
| Fast Adaptive Regression-based Model Predictive Control | Sep 6, 2022 | modelModel Predictive Control | CodeCode Available | 1 | 5 |
| Adaptive tracking MPC for nonlinear systems via online linear system identification | May 16, 2024 | LEMMAModel Predictive Control | CodeCode Available | 1 | 5 |
| Autonomous driving using GA-optimized neural network based adaptive LPV-MPC controller | Dec 18, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Finite-Sample-Based Reachability for Safe Control with Gaussian Process Dynamics | May 12, 2025 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Future-Oriented Navigation: Dynamic Obstacle Avoidance with One-Shot Energy-Based Multimodal Motion Prediction | May 1, 2025 | Model Predictive ControlMotion Planning | CodeCode Available | 1 | 5 |
| GMPC: Geometric Model Predictive Control for Wheeled Mobile Robot Trajectory Tracking | Mar 12, 2024 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Gym-ANM: Reinforcement Learning Environments for Active Network Management Tasks in Electricity Distribution Systems | Mar 14, 2021 | ManagementModel Predictive Control | CodeCode Available | 1 | 5 |
| Lane-Change in Dense Traffic with Model Predictive Control and Neural Networks | Mar 28, 2024 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Learning-based Homothetic Tube MPC | May 6, 2025 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Interactive multi-modal motion planning with Branch Model Predictive Control | Sep 10, 2021 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 | 5 |
| Active Uncertainty Reduction for Safe and Efficient Interaction Planning: A Shielding-Aware Dual Control Approach | Feb 1, 2023 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 | 5 |
| Automated Lane Change via Adaptive Interactive MPC: Human-in-the-Loop Experiments | Nov 10, 2023 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 | 5 |
| Knot So Simple: A Minimalistic Environment for Spatial Reasoning | May 23, 2025 | Model Predictive ControlSpatial Reasoning | CodeCode Available | 1 | 5 |
| Automated Lane Merging via Game Theory and Branch Model Predictive Control | Nov 25, 2023 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 | 5 |
| Adjoint Optimisation for Wind Farm Flow Control with a Free-Vortex Wake Model | Aug 24, 2022 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Active Uncertainty Reduction for Human-Robot Interaction: An Implicit Dual Control Approach | Feb 15, 2022 | Model Predictive ControlMotion Planning | CodeCode Available | 1 | 5 |
| Advances in Trajectory Optimization for Space Vehicle Control | Aug 5, 2021 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Adaptive Charging Networks: A Framework for Smart Electric Vehicle Charging | Dec 4, 2020 | Model Predictive ControlScheduling | CodeCode Available | 1 | 5 |
| Accelerating genetic optimization of nonlinear model predictive control by learning optimal search space size | May 14, 2023 | Evolutionary AlgorithmsModel Predictive Control | CodeCode Available | 1 | 5 |
| BEAR: Physics-Principled Building Environment for Control and Reinforcement Learning | Nov 27, 2022 | energy managementManagement | CodeCode Available | 1 | 5 |
| MPC-Inspired Reinforcement Learning for Verifiable Model-Free Control | Dec 8, 2023 | Deep Reinforcement LearningModel Predictive Control | CodeCode Available | 1 | 5 |
| Bootstrapped Model Predictive Control | Mar 24, 2025 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Combining Reinforcement Learning with Model Predictive Control for On-Ramp Merging | Nov 17, 2020 | Autonomous DrivingModel Predictive Control | CodeCode Available | 1 | 5 |
| Non-myopic Generation of Language Models for Reasoning and Planning | Oct 22, 2024 | Computational EfficiencyLanguage Modelling | CodeCode Available | 1 | 5 |
| Learning Constrained Adaptive Differentiable Predictive Control Policies With Guarantees | Apr 23, 2020 | Continuous ControlImitation Learning | CodeCode Available | 1 | 5 |
| Cooperative Distributed MPC via Decentralized Real-Time Optimization: Implementation Results for Robot Formations | Jan 19, 2023 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Continual Model-Based Reinforcement Learning with Hypernetworks | Sep 25, 2020 | Continual Learningmodel | CodeCode Available | 1 | 5 |
| Cooperation-Aware Lane Change Maneuver in Dense Traffic based on Model Predictive Control with Recurrent Neural Network | Sep 9, 2019 | Autonomous DrivingModel Predictive Control | CodeCode Available | 1 | 5 |
| Interaction-Aware Motion Planning for Autonomous Vehicles with Multi-Modal Obstacle Uncertainty Predictions | Dec 22, 2022 | Autonomous VehiclesCollision Avoidance | CodeCode Available | 1 | 5 |
| Custom Non-Linear Model Predictive Control for Obstacle Avoidance in Indoor and Outdoor Environments | Oct 3, 2024 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Learning safety in model-based Reinforcement Learning using MPC and Gaussian Processes | Nov 3, 2022 | Gaussian ProcessesModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Data-driven Distributed and Localized Model Predictive Control | Dec 22, 2021 | modelModel Predictive Control | CodeCode Available | 1 | 5 |
| DATT: Deep Adaptive Trajectory Tracking for Quadrotor Control | Oct 13, 2023 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Deep Model Predictive Optimization | Oct 6, 2023 | modelModel Predictive Control | CodeCode Available | 1 | 5 |
| M^3PC: Test-time Model Predictive Control for Pretrained Masked Trajectory Model | Dec 7, 2024 | D4RLmodel | CodeCode Available | 1 | 5 |
| Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning | Mar 25, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| Injecting Knowledge in Data-driven Vehicle Trajectory Predictors | Mar 8, 2021 | Model Predictive ControlTrajectory Prediction | CodeCode Available | 1 | 5 |
| Model-Predictive Control via Cross-Entropy and Gradient-Based Optimization | Apr 19, 2020 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 1 | 5 |
| Differentiable Nonlinear Model Predictive Control | May 2, 2025 | modelModel Predictive Control | CodeCode Available | 1 | 5 |
| Differentially Flat Learning-based Model Predictive Control Using a Stability, State, and Input Constraining Safety Filter | Jul 20, 2023 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 | 5 |
| Re4MPC: Reactive Nonlinear MPC for Multi-model Motion Planning via Deep Reinforcement Learning | Jun 10, 2025 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Emergent Real-World Robotic Skills via Unsupervised Off-Policy Reinforcement Learning | Apr 27, 2020 | Model Predictive Controlreinforcement-learning | CodeCode Available | 1 | 5 |
| Multi-Step Model Predictive Safety Filters: Reducing Chattering by Increasing the Prediction Horizon | Sep 20, 2023 | Model Predictive Control | CodeCode Available | 1 | 5 |
| Dynamic Neural Potential Field: Online Trajectory Optimization in Presence of Moving Obstacles | Oct 9, 2024 | Collision AvoidanceModel Predictive Control | CodeCode Available | 1 | 5 |
| Efficient Automatic Tuning for Data-driven Model Predictive Control via Meta-Learning | Mar 30, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 | 5 |
| Real-Time Machine-Learning-Based Optimization Using Input Convex Long Short-Term Memory Network | Nov 13, 2023 | Chemical ProcessComputational Efficiency | CodeCode Available | 1 | 5 |
