| K-Lane: Lidar Lane Dataset and Benchmark for Urban Roads and Highways | Oct 21, 2021 | Autonomous DrivingLane Detection | CodeCode Available | 1 |
| Graph Neural Networks for Decentralized Multi-Robot Submodular Action Selection | May 18, 2021 | Decision MakingGraph Neural Network | CodeCode Available | 1 |
| Grounding Graph Network Simulators using Physical Sensor Observations | Feb 23, 2023 | ImputationMotion 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 |
| Neural Contraction Metrics for Robust Estimation and Control: A Convex Optimization Approach | Jun 8, 2020 | Motion PlanningOptimal Motion Planning | CodeCode Available | 1 |
| AutoTAMP: Autoregressive Task and Motion Planning with LLMs as Translators and Checkers | Jun 10, 2023 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 |
| Affordance Learning from Play for Sample-Efficient Policy Learning | Mar 1, 2022 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 |
| NTFields: Neural Time Fields for Physics-Informed Robot Motion Planning | Sep 30, 2022 | Motion PlanningRobot Navigation | CodeCode Available | 1 |
| Graph Coloring to Reduce Computation Time in Prioritized Planning | Jan 18, 2025 | Motion PlanningMulti-Agent Path Finding | CodeCode Available | 1 |
| HandNeRF: Learning to Reconstruct Hand-Object Interaction Scene from a Single RGB Image | Sep 14, 2023 | Motion PlanningObject | CodeCode Available | 1 |
| Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds | Oct 2, 2020 | Imitation LearningMotion Planning | CodeCode Available | 1 |
| Physics-informed Temporal Difference Metric Learning for Robot Motion Planning | May 9, 2025 | Metric LearningMotion Planning | CodeCode Available | 1 |
| Geometry-aware Bayesian Optimization in Robotics using Riemannian Matérn Kernels | Nov 2, 2021 | Bayesian OptimizationMotion Planning | 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 Constrained Distributions of Robot Configurations with Generative Adversarial Network | Nov 11, 2020 | Generative Adversarial NetworkMotion Planning | CodeCode Available | 1 |
| Predicting Stable Configurations for Semantic Placement of Novel Objects | Aug 26, 2021 | Motion Planningvalid | CodeCode Available | 1 |
| Progressive Learning for Physics-informed Neural Motion Planning | Jun 1, 2023 | Motion Planning | CodeCode Available | 1 |
| GEM: Online Globally consistent dense elevation mapping for unstructured terrain | Dec 14, 2020 | CPUGPU | CodeCode Available | 1 |
| Full-Body Visual Self-Modeling of Robot Morphologies | Nov 11, 2021 | Motion Planning | CodeCode Available | 1 |
| 3DMOTFormer: Graph Transformer for Online 3D Multi-Object Tracking | Aug 12, 2023 | 3D Multi-Object TrackingAutonomous Vehicles | CodeCode Available | 1 |
| RGL-NET: A Recurrent Graph Learning framework for Progressive Part Assembly | Jul 27, 2021 | Graph LearningMotion Planning | CodeCode Available | 1 |
| Risk Bounded Nonlinear Robot Motion Planning With Integrated Perception & Control | Jan 5, 2022 | Model Predictive ControlMotion Planning | CodeCode Available | 1 |
| CAMPs: Learning Context-Specific Abstractions for Efficient Planning in Factored MDPs | Jul 26, 2020 | Motion PlanningTask and Motion Planning | CodeCode Available | 1 |
| Can an Embodied Agent Find Your "Cat-shaped Mug"? LLM-Guided Exploration for Zero-Shot Object Navigation | Mar 6, 2023 | Motion PlanningObject | CodeCode Available | 1 |
| Safe Feedback Motion Planning: A Contraction Theory and L_1-Adaptive Control Based Approach | May 25, 2020 | Motion 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 |
| Instruct Large Language Models to Drive like Humans | Jun 11, 2024 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Extended Tree Search for Robot Task and Motion Planning | Mar 9, 2021 | Decision MakingMotion 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 |
| Fast Kinodynamic Planning on the Constraint Manifold with Deep Neural Networks | Jan 11, 2023 | Motion Planning | CodeCode Available | 1 |
| EagerMOT: 3D Multi-Object Tracking via Sensor Fusion | Apr 29, 2021 | 3D Multi-Object TrackingMotion Planning | CodeCode Available | 1 |
| Efficient and High-quality Prehensile Rearrangement in Cluttered and Confined Spaces | Oct 6, 2021 | Motion PlanningObject | CodeCode Available | 1 |
| 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 |
| DriveMLM: Aligning Multi-Modal Large Language Models with Behavioral Planning States for Autonomous Driving | Dec 14, 2023 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Egocentric Vision-based Future Vehicle Localization for Intelligent Driving Assistance Systems | Sep 19, 2018 | Autonomous DrivingDecoder | CodeCode Available | 1 |
| From Semi-supervised to Omni-supervised Room Layout Estimation Using Point Clouds | Jan 31, 2023 | Motion PlanningPseudo Label | CodeCode Available | 1 |
| EDMP: Ensemble-of-costs-guided Diffusion for Motion Planning | Sep 20, 2023 | Collision AvoidanceDeep Learning | CodeCode Available | 1 |
| DiffSRL: Learning Dynamical State Representation for Deformable Object Manipulation with Differentiable Simulator | Oct 24, 2021 | Deformable Object ManipulationMotion Planning | CodeCode Available | 1 |
| Experimental Comparison of Global Motion Planning Algorithms for Wheeled Mobile Robots | Mar 7, 2020 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Differentiable Raycasting for Self-supervised Occupancy Forecasting | Oct 4, 2022 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Factorization of Multi-Agent Sampling-Based Motion Planning | Apr 1, 2023 | Motion Planning | CodeCode Available | 1 |
| PPAD: Iterative Interactions of Prediction and Planning for End-to-end Autonomous Driving | Nov 14, 2023 | Autonomous DrivingMotion Planning | CodeCode Available | 1 |
| Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning | Nov 9, 2020 | Deep Reinforcement LearningMotion Planning | 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 |
| Deep-Reinforcement-Learning-based Path Planning for Industrial Robots using Distance Sensors as Observation | Jan 14, 2023 | Deep Reinforcement LearningIndustrial Robots | CodeCode Available | 1 |
| Diffusion-Reinforcement Learning Hierarchical Motion Planning in Multi-agent Adversarial Games | Mar 16, 2024 | Autonomous NavigationEfficient Exploration | CodeCode Available | 1 |
| Curvature-Constrained Vector Field for Motion Planning of Nonholonomic Robots | Mar 25, 2025 | Motion Planning | CodeCode Available | 1 |
| Global Tensor Motion Planning | Nov 28, 2024 | Dataset GenerationDiversity | CodeCode Available | 1 |
| Automated Lane Merging via Game Theory and Branch Model Predictive Control | Nov 25, 2023 | Computational EfficiencyModel Predictive Control | CodeCode Available | 1 |