| Reinforcement Learning-based Receding Horizon Control using Adaptive Control Barrier Functions for Safety-Critical Systems | Mar 26, 2024 | Bilevel OptimizationModel Predictive Control | CodeCode Available | 1 |
| Reinforcement Learning with Model Predictive Control for Highway Ramp Metering | Nov 15, 2023 | Model-based Reinforcement LearningModel Predictive Control | CodeCode Available | 1 |
| A Comparison Benchmark for Distributed Hybrid MPC Control Methods: Distributed Vehicle Platooning | Jan 18, 2024 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 |
| Robust Data-Driven Predictive Control using Reachability Analysis | Mar 25, 2021 | Model Predictive Control | CodeCode Available | 1 |
| Robust MPC for Uncertain Linear Systems -- Combining Model Adaptation and Iterative Learning | Apr 15, 2025 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 |
| 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 |
| Bootstrapped Model Predictive Control | Mar 24, 2025 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Scalable Multi-modal Model Predictive Control via Duality-based Interaction Predictions | Feb 2, 2024 | Collision AvoidanceComputational Efficiency | CodeCode Available | 1 |
| SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments | Jun 17, 2022 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| (Stochastic) Model Predictive Control -- a Simulation Example | Jan 28, 2021 | modelModel Predictive Control | CodeCode Available | 1 |
| Trajectory Optimization for Nonlinear Multi-Agent Systems using Decentralized Learning Model Predictive Control | Apr 2, 2020 | Collision AvoidanceModel Predictive Control | CodeCode Available | 1 |
| Trajectory World Models for Heterogeneous Environments | Feb 3, 2025 | DiversityModel Predictive Control | CodeCode Available | 1 |
| Adaptive tracking MPC for nonlinear systems via online linear system identification | May 16, 2024 | LEMMAModel Predictive Control | CodeCode Available | 1 |
| Tube-based Distributionally Robust Model Predictive Control for Nonlinear Process Systems via Linearization | Nov 26, 2022 | Model Predictive Control | CodeCode Available | 1 |
| Ungar x2013 A C++ Framework for Real-Time Optimal Control Using Template Metaprogramming | Sep 13, 2023 | Code GenerationModel Predictive Control | CodeCode Available | 1 |
| Re4MPC: Reactive Nonlinear MPC for Multi-model Motion Planning via Deep Reinforcement Learning | Jun 10, 2025 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Future-Oriented Navigation: Dynamic Obstacle Avoidance with One-Shot Energy-Based Multimodal Motion Prediction | May 1, 2025 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| Fast Adaptive Regression-based Model Predictive Control | Sep 6, 2022 | modelModel Predictive Control | CodeCode Available | 1 |
| Emergent Real-World Robotic Skills via Unsupervised Off-Policy Reinforcement Learning | Apr 27, 2020 | Model Predictive Controlreinforcement-learning | CodeCode Available | 1 |
| MPC-Inspired Reinforcement Learning for Verifiable Model-Free Control | Dec 8, 2023 | Deep Reinforcement LearningModel Predictive Control | CodeCode Available | 1 |
| 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 |
| Deep Operator Neural Network Model Predictive Control | May 23, 2025 | modelModel Predictive Control | CodeCode Available | 1 |
| Data-driven Distributed and Localized Model Predictive Control | Dec 22, 2021 | modelModel Predictive Control | CodeCode Available | 1 |
| Cooperative Distributed MPC via Decentralized Real-Time Optimization: Implementation Results for Robot Formations | Jan 19, 2023 | Model Predictive Control | CodeCode Available | 1 |
| EIQP: Execution-time-certified and Infeasibility-detecting QP Solver | Feb 11, 2025 | C++ codeModel Predictive Control | CodeCode Available | 1 |
| Automated Lane Merging via Game Theory and Branch Model Predictive Control | Nov 25, 2023 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 |
| Lane-Change in Dense Traffic with Model Predictive Control and Neural Networks | Mar 28, 2024 | Model Predictive Control | CodeCode Available | 1 |
| Optimized adaptive MPC for lateral control of autonomous vehicles | Nov 11, 2021 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Autonomous driving using GA-optimized neural network based adaptive LPV-MPC controller | Dec 18, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| An Efficient Resilient MPC Scheme via Constraint Tightening against Cyberattacks: Application to Vehicle Cruise Control | Oct 12, 2023 | Model Predictive Control | —Unverified | 0 |
| An Edge Architecture Oriented Model Predictive Control Scheme for an Autonomous UAV Mission | Sep 17, 2022 | Cloud ComputingEdge-computing | —Unverified | 0 |
| An Economic Model Predictive Control Approach for Load Mitigation on Multiple Tower Locations of Wind Turbines | Sep 29, 2022 | Model Predictive Control | —Unverified | 0 |
| A deterministic view on explicit data-driven (M)PC | Jun 14, 2022 | Model Predictive Control | —Unverified | 0 |
| Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control | Oct 23, 2022 | Active LearningModel Predictive Control | —Unverified | 0 |
| An Automatic Tuning MPC with Application to Ecological Cruise Control | Sep 17, 2023 | Model Predictive Control | —Unverified | 0 |
| A Proximal-Point Lagrangian Based Parallelizable Nonconvex Solver for Bilinear Model Predictive Control | Jun 21, 2022 | Model Predictive Control | —Unverified | 0 |
| A Data-Efficient Approach to Precise and Controlled Pushing | Jul 26, 2018 | FrictionModel Predictive Control | —Unverified | 0 |
| Benchmarking Model Predictive Control Algorithms in Building Optimization Testing Framework (BOPTEST) | Jan 31, 2023 | BenchmarkingModel Predictive Control | —Unverified | 0 |
| An Approach to State Signal Shaping by Limit Cycle Model Predictive Control | Dec 4, 2020 | Model Predictive Control | —Unverified | 0 |
| Active Learning-based Model Predictive Coverage Control | Mar 17, 2023 | Active Learningmodel | —Unverified | 0 |
| A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters | Nov 8, 2021 | CPUmodel | —Unverified | 0 |
| Comparative Analysis of Black-Box Optimization Methods for Weather Intervention Design | May 16, 2025 | Bayesian OptimizationEfficient Exploration | —Unverified | 0 |
| An ANN-Enhanced Approach for Flatness-Based Constrained Control of Nonlinear Systems | Mar 31, 2025 | Model Predictive Control | —Unverified | 0 |
| A Data-Driven Autopilot for Fixed-Wing Aircraft Based on Model Predictive Control | Feb 1, 2024 | Model Predictive ControlScheduling | —Unverified | 0 |
| Active Exploration in Iterative Gaussian Process Regression for Uncertainty Modeling in Autonomous Racing | Nov 3, 2023 | Autonomous RacingModel Predictive Control | —Unverified | 0 |
| Analysis of Functional Insufficiencies and Triggering Conditions to Improve the SOTIF of an MPC-based Trajectory Planner | Jul 31, 2024 | Autonomous DrivingModel Predictive Control | —Unverified | 0 |
| Analysis and tuning of a three-term DMC | May 25, 2023 | Model Predictive Control | —Unverified | 0 |
| Adaptive Uncertainty Quantification for Scenario-based Control Using Meta-learning of Bayesian Neural Networks | Jul 19, 2024 | Meta-LearningModel Predictive Control | —Unverified | 0 |
| A comparison of methods to eliminate regularization weight tuning from data-enabled predictive control | May 1, 2023 | Model Predictive Control | —Unverified | 0 |
| Analysis and design of model predictive control frameworks for dynamic operation -- An overview | Jul 6, 2023 | Model Predictive Control | —Unverified | 0 |