| MATS: An Interpretable Trajectory Forecasting Representation for Planning and Control | Sep 16, 2020 | Autonomous DrivingComputational Efficiency | CodeCode Available | 1 | 5 |
| Efficient and High-quality Prehensile Rearrangement in Cluttered and Confined Spaces | Oct 6, 2021 | Motion PlanningObject | CodeCode Available | 1 | 5 |
| From Shadows to Safety: Occlusion Tracking and Risk Mitigation for Urban Autonomous Driving | Apr 2, 2025 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
| Physics-informed Temporal Difference Metric Learning for Robot Motion Planning | May 9, 2025 | Metric LearningMotion Planning | CodeCode Available | 1 | 5 |
| Distilling Motion Planner Augmented Policies into Visual Control Policies for Robot Manipulation | Nov 11, 2021 | Imitation LearningMotion Planning | CodeCode Available | 1 | 5 |
| Differentiable Raycasting for Self-supervised Occupancy Forecasting | Oct 4, 2022 | Autonomous DrivingMotion Planning | CodeCode Available | 1 | 5 |
| NTFields: Neural Time Fields for Physics-Informed Robot Motion Planning | Sep 30, 2022 | Motion PlanningRobot Navigation | CodeCode Available | 1 | 5 |
| MTP-GO: Graph-Based Probabilistic Multi-Agent Trajectory Prediction with Neural ODEs | Feb 1, 2023 | Motion PlanningTrajectory Prediction | CodeCode Available | 1 | 5 |
| Neural Contraction Metrics for Robust Estimation and Control: A Convex Optimization Approach | Jun 8, 2020 | Motion PlanningOptimal Motion Planning | CodeCode Available | 1 | 5 |
| PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous Driving | Nov 14, 2023 | Autonomous DrivingMotion Planning | CodeCode Available | 1 | 5 |
| An End-to-end Deep Reinforcement Learning Approach for the Long-term Short-term Planning on the Frenet Space | Nov 26, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Deep-Reinforcement-Learning-based Path Planning for Industrial Robots using Distance Sensors as Observation | Jan 14, 2023 | Deep Reinforcement LearningIndustrial Robots | CodeCode Available | 1 | 5 |
| Neural Path Planning: Fixed Time, Near-Optimal Path Generation via Oracle Imitation | Apr 25, 2019 | Motion Planning | CodeCode Available | 1 | 5 |
| NuPlan: A closed-loop ML-based planning benchmark for autonomous vehicles | Jun 22, 2021 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 | 5 |
| DiffSRL: Learning Dynamical State Representation for Deformable Object Manipulation with Differentiable Simulator | Oct 24, 2021 | Deformable Object ManipulationMotion Planning | CodeCode Available | 1 | 5 |
| Curvature-Constrained Vector Field for Motion Planning of Nonholonomic Robots | Mar 25, 2025 | Motion Planning | CodeCode Available | 1 | 5 |
| Diffusion-Reinforcement Learning Hierarchical Motion Planning in Multi-agent Adversarial Games | Mar 16, 2024 | Autonomous NavigationEfficient Exploration | CodeCode Available | 1 | 5 |
| Dashing for the Golden Snitch: Multi-Drone Time-Optimal Motion Planning with Multi-Agent Reinforcement Learning | Sep 25, 2024 | Collision AvoidanceMotion Planning | CodeCode Available | 1 | 5 |
| DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving | Dec 14, 2023 | Autonomous DrivingMotion Planning | CodeCode Available | 1 | 5 |
| EDMP: Ensemble-of-costs-guided Diffusion for Motion Planning | Sep 20, 2023 | Collision AvoidanceDeep Learning | CodeCode Available | 1 | 5 |
| EagerMOT: 3D Multi-Object Tracking via Sensor Fusion | Apr 29, 2021 | 3D Multi-Object TrackingMotion Planning | CodeCode Available | 1 | 5 |
| Motion Planning Transformers: A Motion Planning Framework for Mobile Robots | Jun 5, 2021 | Motion Planningvalid | CodeCode Available | 1 | 5 |
| Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement Learning | Nov 11, 2020 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 | 5 |
| Full-Body Visual Self-Modeling of Robot Morphologies | Nov 11, 2021 | Motion Planning | CodeCode Available | 1 | 5 |
| Motion Policy Networks | Oct 21, 2022 | Motion GenerationMotion Planning | CodeCode Available | 1 | 5 |
