| Interactive multi-modal motion planning with Branch Model Predictive Control | Sep 10, 2021 | Autonomous VehiclesModel Predictive Control | CodeCode Available | 1 |
| iPLAN: Intent-Aware Planning in Heterogeneous Traffic via Distributed Multi-Agent Reinforcement Learning | Jun 9, 2023 | Autonomous VehiclesCollision Avoidance | CodeCode Available | 1 |
| JPerceiver: Joint Perception Network for Depth, Pose and Layout Estimation in Driving Scenes | Jul 16, 2022 | Autonomous DrivingDepth Estimation | CodeCode Available | 1 |
| JRMOT: A Real-Time 3D Multi-Object Tracker and a New Large-Scale Dataset | Feb 19, 2020 | Autonomous NavigationMotion Planning | 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 |
| AMRA*: Anytime Multi-Resolution Multi-Heuristic A* | Oct 11, 2021 | Heuristic SearchMotion Planning | CodeCode Available | 1 |
| ADD: Analytically Differentiable Dynamics for Multi-Body Systems with Frictional Contact | Jul 2, 2020 | Motion Planningparameter estimation | CodeCode Available | 1 |
| Learning a Decentralized Multi-arm Motion Planner | Nov 5, 2020 | Motion PlanningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Learning Equality Constraints for Motion Planning on Manifolds | Sep 24, 2020 | Motion Planningvalid | 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 |
| Learning from Sparse Demonstrations | Aug 5, 2020 | Motion Planning | CodeCode Available | 1 |
| Learning Heuristic Search via Imitation | Jul 10, 2017 | Heuristic SearchMotion Planning | CodeCode Available | 1 |
| Instruct Large Language Models to Drive like Humans | Jun 11, 2024 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Grounding Graph Network Simulators using Physical Sensor Observations | Feb 23, 2023 | ImputationMotion Planning | CodeCode Available | 1 |
| Integrated Task and Motion Planning for Safe Legged Navigation in Partially Observable Environments | Oct 23, 2021 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 |
| Inverse Kinematics for Neuro-Robotic Grasping with Humanoid Embodied Agents | Apr 12, 2024 | Language ModellingLarge Language Model | CodeCode Available | 1 |
| Lazy Rearrangement Planning in Confined Spaces | Mar 19, 2022 | Motion PlanningObject Rearrangement | CodeCode Available | 1 |
| Learning Symbolic Operators for Task and Motion Planning | Feb 28, 2021 | Graph Neural NetworkMotion Planning | CodeCode Available | 1 |
| Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds | Oct 2, 2020 | Imitation LearningMotion Planning | 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 |
| Global Tensor Motion Planning | Nov 28, 2024 | Dataset GenerationDiversity | CodeCode Available | 1 |
| Learning Constrained Distributions of Robot Configurations with Generative Adversarial Network | Nov 11, 2020 | Generative Adversarial NetworkMotion Planning | CodeCode Available | 1 |
| GEM: Online Globally consistent dense elevation mapping for unstructured terrain | Dec 14, 2020 | CPUGPU | CodeCode Available | 1 |
| Geometry-aware Bayesian Optimization in Robotics using Riemannian Matérn Kernels | Nov 2, 2021 | Bayesian OptimizationMotion Planning | CodeCode Available | 1 |
| Graph-based Spatial Transformer with Memory Replay for Multi-future Pedestrian Trajectory Prediction | Jun 12, 2022 | Autonomous DrivingFuture prediction | CodeCode Available | 1 |
| Full-Body Visual Self-Modeling of Robot Morphologies | Nov 11, 2021 | Motion Planning | CodeCode Available | 1 |
| Benchmarking Visual Localization for Autonomous Navigation | Mar 24, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks | Jan 11, 2023 | Motion Planning | CodeCode Available | 1 |
| Exploiting Transformer in Sparse Reward Reinforcement Learning for Interpretable Temporal Logic Motion Planning | Sep 27, 2022 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 |
| Experimental Comparison of Global Motion Planning Algorithms for Wheeled Mobile Robots | Mar 7, 2020 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Extended Tree Search for Robot Task and Motion Planning | Mar 9, 2021 | Decision MakingMotion Planning | CodeCode Available | 1 |
| Egocentric Vision-based Future Vehicle Localization for Intelligent Driving Assistance Systems | Sep 19, 2018 | Autonomous DrivingDecoder | CodeCode Available | 1 |
| Space-Time Graphs of Convex Sets for Multi-Robot Motion Planning | Mar 1, 2025 | Motion Planning | CodeCode Available | 1 |
| Factorization of Multi-Agent Sampling-Based Motion Planning | Apr 1, 2023 | Motion Planning | CodeCode Available | 1 |
| From Semi-supervised to Omni-supervised Room Layout Estimation Using Point Clouds | Jan 31, 2023 | Motion PlanningPseudo Label | CodeCode Available | 1 |
| From Shadows to Safety: Occlusion Tracking and Risk Mitigation for Urban Autonomous Driving | Apr 2, 2025 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| AGI-Elo: How Far Are We From Mastering A Task? | May 19, 2025 | Code GenerationImage Classification | 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 |
| Active Uncertainty Reduction for Human-Robot Interaction: An Implicit Dual Control Approach | Feb 15, 2022 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| Generating Traffic Scenarios via In-Context Learning to Learn Better Motion Planner | Dec 24, 2024 | Autonomous DrivingDataset Generation | CodeCode Available | 1 |
| Graph Coloring to Reduce Computation Time in Prioritized Planning | Jan 18, 2025 | Motion PlanningMulti-Agent Path Finding | CodeCode Available | 1 |
| Distilling Motion Planner Augmented Policies into Visual Control Policies for Robot Manipulation | Nov 11, 2021 | Imitation LearningMotion Planning | CodeCode Available | 1 |
| DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving | Dec 14, 2023 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Affordance Learning from Play for Sample-Efficient Policy Learning | Mar 1, 2022 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 |
| Actor-Critic Reinforcement Learning for Control with Stability Guarantee | Apr 29, 2020 | Motion Planningreinforcement-learning | CodeCode Available | 1 |
| Grasp and Motion Planning for Dexterous Manipulation for the Real Robot Challenge | Jan 8, 2021 | Motion Planning | CodeCode Available | 1 |
| HandNeRF: Learning to Reconstruct Hand-Object Interaction Scene from a Single RGB Image | Sep 14, 2023 | Motion PlanningObject | CodeCode Available | 1 |
| A Unifying Variational Framework for Gaussian Process Motion Planning | Sep 2, 2023 | Gaussian ProcessesMotion Planning | CodeCode Available | 1 |
| Geometric Algebra Transformer | May 28, 2023 | Motion Planning | CodeCode Available | 1 |
| Diffusion-Reinforcement Learning Hierarchical Motion Planning in Multi-agent Adversarial Games | Mar 16, 2024 | Autonomous NavigationEfficient Exploration | CodeCode Available | 1 |