| ManiSkill3: GPU Parallelized Robotics Simulation and Rendering for Generalizable Embodied AI | Oct 1, 2024 | GPUImitation Learning | CodeCode Available | 7 | 5 |
| Getting SMARTER for Motion Planning in Autonomous Driving Systems | Feb 20, 2025 | Autonomous DrivingMotion Planning | CodeCode Available | 5 | 5 |
| Orbit: A Unified Simulation Framework for Interactive Robot Learning Environments | Jan 10, 2023 | GPUImitation Learning | CodeCode Available | 5 | 5 |
| OpenDriveVLA: Towards End-to-end Autonomous Driving with Large Vision Language Action Model | Mar 30, 2025 | Autonomous DrivingDecision Making | CodeCode Available | 4 | 5 |
| SigmaRL: A Sample-Efficient and Generalizable Multi-Agent Reinforcement Learning Framework for Motion Planning | Aug 14, 2024 | CPUMotion Planning | CodeCode Available | 4 | 5 |
| Epona: Autoregressive Diffusion World Model for Autonomous Driving | Jun 30, 2025 | Autonomous Drivingmodel | CodeCode Available | 3 | 5 |
| SymForce: Symbolic Computation and Code Generation for Robotics | Apr 17, 2022 | Code GenerationMath | CodeCode Available | 3 | 5 |
| PhysTwin: Physics-Informed Reconstruction and Simulation of Deformable Objects from Videos | Mar 23, 2025 | 4D reconstructionDeformable Object Manipulation | CodeCode Available | 3 | 5 |
| SLEDGE: Synthesizing Driving Environments with Generative Models and Rule-Based Traffic | Mar 26, 2024 | Motion Planning | CodeCode Available | 3 | 5 |
| Bridging Past and Future: End-to-End Autonomous Driving with Historical Prediction and Planning | Mar 18, 2025 | Autonomous DrivingMotion Planning | CodeCode Available | 2 | 5 |
| Complex-YOLO: Real-time 3D Object Detection on Point Clouds | Mar 16, 2018 | 3D Object DetectionAutonomous Driving | CodeCode Available | 2 | 5 |
| UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy | Mar 2, 2023 | Motion Planning | CodeCode Available | 2 | 5 |
| Diffusion-based Generation, Optimization, and Planning in 3D Scenes | Jan 15, 2023 | DenoisingGrasp Generation | CodeCode Available | 2 | 5 |
| Risk-Aware Off-Road Navigation via a Learned Speed Distribution Map | Mar 25, 2022 | Motion PlanningUnity | CodeCode Available | 2 | 5 |
| Can Vehicle Motion Planning Generalize to Realistic Long-tail Scenarios? | Apr 11, 2024 | Autonomous DrivingMotion Planning | CodeCode Available | 2 | 5 |
| SE(3)-DiffusionFields: Learning smooth cost functions for joint grasp and motion optimization through diffusion | Sep 8, 2022 | Motion PlanningRobot Manipulation | CodeCode Available | 2 | 5 |
| On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous Driving | Mar 2, 2024 | Autonomous DrivingKnowledge Distillation | CodeCode Available | 2 | 5 |
| Parting with Misconceptions about Learning-based Vehicle Motion Planning | Jun 13, 2023 | MisconceptionsMotion Planning | CodeCode Available | 2 | 5 |
| Semi-Supervised Vision-Centric 3D Occupancy World Model for Autonomous Driving | Feb 11, 2025 | AttributeAutonomous Driving | CodeCode Available | 2 | 5 |
| BEVDriver: Leveraging BEV Maps in LLMs for Robust Closed-Loop Driving | Mar 5, 2025 | Autonomous DrivingMotion Planning | CodeCode Available | 2 | 5 |
| [Reproducibility Report] Path Planning using Neural A* Search | Jul 16, 2022 | Motion Planning | CodeCode Available | 2 | 5 |
| Scene as Occupancy | Jun 5, 2023 | DecoderMotion Planning | CodeCode Available | 2 | 5 |
| Solving Motion Planning Tasks with a Scalable Generative Model | Jul 3, 2024 | Autonomous DrivingMotion Planning | CodeCode Available | 2 | 5 |
| Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D Policy | Oct 2, 2024 | Motion PlanningRobot Manipulation | CodeCode Available | 2 | 5 |
| Model-Based Imitation Learning for Urban Driving | Oct 14, 2022 | 3D geometryAutonomous Driving | CodeCode Available | 2 | 5 |
| LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning | Mar 18, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| Multi-Robot Motion Planning with Diffusion Models | Oct 4, 2024 | Motion Planning | CodeCode Available | 2 | 5 |
| Point Cloud Forecasting as a Proxy for 4D Occupancy Forecasting | Feb 25, 2023 | Motion Planning | CodeCode Available | 2 | 5 |
| GPD-1: Generative Pre-training for Driving | Dec 11, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| FASTER: Fast and Safe Trajectory Planner for Navigation in Unknown Environments | Jan 9, 2020 | Motion PlanningTrajectory Planning | CodeCode Available | 2 | 5 |
| Doe-1: Closed-Loop Autonomous Driving with Large World Model | Dec 12, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| FurnitureBench: Reproducible Real-World Benchmark for Long-Horizon Complex Manipulation | May 22, 2023 | Imitation LearningMotion Planning | CodeCode Available | 2 | 5 |
| GaussianAD: Gaussian-Centric End-to-End Autonomous Driving | Dec 13, 2024 | Autonomous DrivingDecision Making | CodeCode Available | 2 | 5 |
| GPT-Driver: Learning to Drive with GPT | Oct 2, 2023 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 2 | 5 |
| Large Trajectory Models are Scalable Motion Predictors and Planners | Oct 30, 2023 | Autonomous DrivingLanguage Modeling | CodeCode Available | 2 | 5 |
| Lift, Splat, Shoot: Encoding Images From Arbitrary Camera Rigs by Implicitly Unprojecting to 3D | Aug 13, 2020 | Autonomous VehiclesBird's-Eye View Semantic Segmentation | CodeCode Available | 2 | 5 |
| Neural Potential Field for Obstacle-Aware Local Motion Planning | Oct 25, 2023 | Model Predictive ControlMotion Planning | CodeCode Available | 2 | 5 |
| Asynchronous Large Language Model Enhanced Planner for Autonomous Driving | Jun 20, 2024 | Autonomous DrivingLanguage Modeling | CodeCode Available | 2 | 5 |
| Egocentric Vision-based Future Vehicle Localization for Intelligent Driving Assistance Systems | Sep 19, 2018 | Autonomous DrivingDecoder | CodeCode Available | 1 | 5 |
| Experimental Comparison of Global Motion Planning Algorithms for Wheeled Mobile Robots | Mar 7, 2020 | Autonomous DrivingMotion Planning | CodeCode Available | 1 | 5 |
| ADD: Analytically Differentiable Dynamics for Multi-Body Systems with Frictional Contact | Jul 2, 2020 | Motion Planningparameter estimation | CodeCode Available | 1 | 5 |
| Re4MPC: Reactive Nonlinear MPC for Multi-model Motion Planning via Deep Reinforcement Learning | Jun 10, 2025 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Curvature-Constrained Vector Field for Motion Planning of Nonholonomic Robots | Mar 25, 2025 | Motion Planning | CodeCode Available | 1 | 5 |
| Exploiting Transformer in Sparse Reward Reinforcement Learning for Interpretable Temporal Logic Motion Planning | Sep 27, 2022 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 | 5 |
| Combining Reinforcement Learning with Model Predictive Control for On-Ramp Merging | Nov 17, 2020 | Autonomous DrivingModel Predictive Control | CodeCode Available | 1 | 5 |
| Learning to combine primitive skills: A step towards versatile robotic manipulation | Aug 2, 2019 | Data AugmentationImitation Learning | CodeCode Available | 1 | 5 |
| EDMP: Ensemble-of-costs-guided Diffusion for Motion Planning | Sep 20, 2023 | Collision AvoidanceDeep Learning | CodeCode Available | 1 | 5 |
| Geometric Algebra Transformer | May 28, 2023 | Motion 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 |
| Actor-Critic Reinforcement Learning for Control with Stability Guarantee | Apr 29, 2020 | Motion Planningreinforcement-learning | CodeCode Available | 1 | 5 |