| 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 |
