| Safe Guaranteed Exploration for Non-linear Systems | Feb 9, 2024 | Efficient ExplorationModel Predictive Control | CodeCode Available | 1 |
| Scalable Multi-modal Model Predictive Control via Duality-based Interaction Predictions | Feb 2, 2024 | Collision AvoidanceComputational Efficiency | CodeCode Available | 1 |
| OptiState: State Estimation of Legged Robots using Gated Networks with Transformer-based Vision and Kalman Filtering | Jan 30, 2024 | Model Predictive ControlState Estimation | CodeCode Available | 1 |
| Learning Local Control Barrier Functions for Hybrid Systems | Jan 26, 2024 | Autonomous RacingModel 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 |
| MPC-Inspired Reinforcement Learning for Verifiable Model-Free Control | Dec 8, 2023 | Deep Reinforcement LearningModel Predictive Control | CodeCode Available | 1 |
| Multi-Agent Reinforcement Learning via Distributed MPC as a Function Approximator | Dec 8, 2023 | Model Predictive ControlMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Automated Lane Merging via Game Theory and Branch Model Predictive Control | Nov 25, 2023 | Computational EfficiencyModel 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 |
| Real-Time Machine-Learning-Based Optimization Using Input Convex Long Short-Term Memory Network | Nov 13, 2023 | Chemical ProcessComputational Efficiency | CodeCode Available | 1 |
| Automated Lane Change via Adaptive Interactive MPC: Human-in-the-Loop Experiments | Nov 10, 2023 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 |
| Multi-Agent Reinforcement Learning-Based UAV Pathfinding for Obstacle Avoidance in Stochastic Environment | Oct 25, 2023 | Model Predictive ControlMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Model predictive control-based value estimation for efficient reinforcement learning | Oct 25, 2023 | Model Predictive Controlreinforcement-learning | CodeCode Available | 1 |
| zonoLAB: A MATLAB toolbox for set-based control systems analysis using hybrid zonotopes | Oct 24, 2023 | Model Predictive Control | CodeCode Available | 1 |
| LGR-MPC: A user-friendly software based on Legendre-Gauss-Radau pseudo spectral method for solving Model Predictive Control problems | Oct 24, 2023 | Model Predictive Control | CodeCode Available | 1 |
| DATT: Deep Adaptive Trajectory Tracking for Quadrotor Control | Oct 13, 2023 | Model Predictive Control | CodeCode Available | 1 |
| Deep Model Predictive Optimization | Oct 6, 2023 | modelModel Predictive Control | CodeCode Available | 1 |
| Multi-Step Model Predictive Safety Filters: Reducing Chattering by Increasing the Prediction Horizon | Sep 20, 2023 | 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 |
| Trust-aware Safe Control for Autonomous Navigation: Estimation of System-to-human Trust for Trust-adaptive Control Barrier Functions | Jul 24, 2023 | Autonomous NavigationModel 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 |
| Accelerating genetic optimization of nonlinear model predictive control by learning optimal search space size | May 14, 2023 | Evolutionary AlgorithmsModel Predictive Control | CodeCode Available | 1 |
| Heterogeneous Unmanned Aerial Vehicles Cooperative Search Approach for Complex Environments | May 13, 2023 | Collision AvoidanceDecision Making | CodeCode Available | 1 |
| Reachability Analysis Using Hybrid Zonotopes and Functional Decomposition | Apr 13, 2023 | Model Predictive Control | CodeCode Available | 1 |
| Convex Hulls of Reachable Sets | Mar 30, 2023 | Model Predictive Control | CodeCode Available | 1 |
| Learning for Online Mixed-Integer Model Predictive Control with Parametric Optimality Certificates | Mar 21, 2023 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| Data-Driven Robust Backward Reachable Sets for Set-Theoretic Model Predictive Control | Mar 8, 2023 | Model Predictive Control | CodeCode Available | 1 |
| Neural Laplace Control for Continuous-time Delayed Systems | Feb 24, 2023 | Model Predictive ControlOffline RL | CodeCode Available | 1 |
| 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 |
| Cooperative Distributed MPC via Decentralized Real-Time Optimization: Implementation Results for Robot Formations | Jan 19, 2023 | Model Predictive Control | CodeCode Available | 1 |
| Interaction-Aware Motion Planning for Autonomous Vehicles with Multi-Modal Obstacle Uncertainty Predictions | Dec 22, 2022 | Autonomous VehiclesCollision Avoidance | CodeCode Available | 1 |
| Autonomous driving using GA-optimized neural network based adaptive LPV-MPC controller | Dec 18, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| BEAR: Physics-Principled Building Environment for Control and Reinforcement Learning | Nov 27, 2022 | energy managementManagement | 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 |
| Model Predictive Control for Signal Temporal Logic Specifications with Time Interval Decomposition | Nov 15, 2022 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 |
| Learning safety in model-based Reinforcement Learning using MPC and Gaussian Processes | Nov 3, 2022 | Gaussian ProcessesModel-based Reinforcement Learning | CodeCode Available | 1 |
| Training Efficient Controllers via Analytic Policy Gradient | Sep 26, 2022 | Model Predictive ControlReinforcement Learning (RL) | CodeCode Available | 1 |
| Fast Adaptive Regression-based Model Predictive Control | Sep 6, 2022 | modelModel Predictive Control | CodeCode Available | 1 |
| Adjoint Optimisation for Wind Farm Flow Control with a Free-Vortex Wake Model | Aug 24, 2022 | Model Predictive Control | CodeCode Available | 1 |
| Online Dynamics Learning for Predictive Control with an Application to Aerial Robots | Jul 19, 2022 | Model Predictive ControlTransfer Learning | CodeCode Available | 1 |
| Event-triggered and distributed model predictive control for guaranteed collision avoidance in UAV swarms | Jun 22, 2022 | Collision AvoidanceModel Predictive Control | CodeCode Available | 1 |
| SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments | Jun 17, 2022 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Physics-Inspired Temporal Learning of Quadrotor Dynamics for Accurate Model Predictive Trajectory Tracking | Jun 7, 2022 | Model Predictive Control | CodeCode Available | 1 |
| Nonlinear Model Predictive Control Based on Constraint-Aware Particle Filtering/Smoothing | May 9, 2022 | Model Predictive Control | CodeCode Available | 1 |
| Multi-Rate Planning and Control of Uncertain Nonlinear Systems: Model Predictive Control and Control Lyapunov Functions | Apr 1, 2022 | Model Predictive Control | CodeCode Available | 1 |
| Robust Model Predictive Control with Polytopic Model Uncertainty through System Level Synthesis | Mar 21, 2022 | modelModel Predictive Control | CodeCode Available | 1 |
| Active Uncertainty Reduction for Human-Robot Interaction: An Implicit Dual Control Approach | Feb 15, 2022 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| Risk Bounded Nonlinear Robot Motion Planning With Integrated Perception & Control | Jan 5, 2022 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| Data-driven Distributed and Localized Model Predictive Control | Dec 22, 2021 | modelModel Predictive Control | CodeCode Available | 1 |
| Optimized adaptive MPC for lateral control of autonomous vehicles | Nov 11, 2021 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |