| FAST-LIVO2: Fast, Direct LiDAR-Inertial-Visual Odometry | Aug 26, 2024 | NeRFState Estimation | CodeCode Available | 7 |
| HDVIO2.0: Wind and Disturbance Estimation with Hybrid Dynamics VIO | Apr 1, 2025 | State Estimation | CodeCode Available | 5 |
| R^3LIVE++: A Robust, Real-time, Radiance reconstruction package with a tightly-coupled LiDAR-Inertial-Visual state Estimator | Sep 8, 2022 | Self-Driving CarsSimultaneous Localization and Mapping | CodeCode Available | 4 |
| Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphs | Apr 8, 2025 | Motion EstimationSensor Fusion | CodeCode Available | 2 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| Outlier-robust Kalman Filtering through Generalised Bayes | May 9, 2024 | Bayesian InferenceComputational Efficiency | CodeCode Available | 2 |
| Volumetric Environment Representation for Vision-Language Navigation | Mar 21, 2024 | 3D geometryMulti-Task Learning | CodeCode Available | 2 |
| PaLM-E: An Embodied Multimodal Language Model | Mar 6, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Masked Visual Pre-training for Motor Control | Mar 11, 2022 | Robot Manipulation GeneralizationState Estimation | CodeCode Available | 2 |
| R3LIVE: A Robust, Real-time, RGB-colored, LiDAR-Inertial-Visual tightly-coupled state Estimation and mapping package | Sep 10, 2021 | Sensor FusionState Estimation | CodeCode Available | 2 |
| Recursive KalmanNet: Deep Learning-Augmented Kalman Filtering for State Estimation with Consistent Uncertainty Quantification | Jun 13, 2025 | State EstimationUncertainty Quantification | CodeCode Available | 1 |
| UMotion: Uncertainty-driven Human Motion Estimation from Inertial and Ultra-wideband Units | May 14, 2025 | Motion EstimationPose Estimation | CodeCode Available | 1 |
| Edge-Enabled VIO with Long-Tracked Features for High-Accuracy Low-Altitude IoT Navigation | May 10, 2025 | Depth EstimationDepth Prediction | CodeCode Available | 1 |
| A Digital Twin of an Electrical Distribution Grid: SoCal 28-Bus Dataset | Apr 9, 2025 | State Estimation | CodeCode Available | 1 |
| A Control-Oriented Simplified Single Particle Model with Grouped Parameter and Sensitivity Analysis for Lithium-Ion Batteries | Apr 8, 2025 | Computational Efficiencyparameter estimation | CodeCode Available | 1 |
| Sparsity-Promoting Reachability Analysis and Optimization of Constrained Zonotopes | Apr 4, 2025 | State Estimation | CodeCode Available | 1 |
| SuperEIO: Self-Supervised Event Feature Learning for Event Inertial Odometry | Mar 29, 2025 | Graph Neural NetworkLow-latency processing | CodeCode Available | 1 |
| Inertial-Based LQG Control: A New Look at Inverted Pendulum Stabilization | Mar 24, 2025 | Sensor FusionState Estimation | CodeCode Available | 1 |
| C codegen considered unnecessary: go directly to binary, do not pass C. Compilation of Julia code for deployment in model-based engineering | Feb 3, 2025 | C++ codeCode Generation | CodeCode Available | 1 |
| AI-Aided Kalman Filters | Oct 16, 2024 | State Estimation | CodeCode Available | 1 |
| Response Estimation and System Identification of Dynamical Systems via Physics-Informed Neural Networks | Oct 2, 2024 | parameter estimationState Estimation | CodeCode Available | 1 |
| SIGMA: Selective Gated Mamba for Sequential Recommendation | Aug 21, 2024 | MambaRecommendation Systems | CodeCode Available | 1 |
| Practical Implementation of KalmanNet for Accurate Data Fusion in Integrated Navigation | Jul 9, 2024 | Sensor FusionState Estimation | CodeCode Available | 1 |
| A New Framework for Nonlinear Kalman Filters | Jul 8, 2024 | State Estimation | CodeCode Available | 1 |
| Physics-Enhanced Graph Neural Networks For Soft Sensing in Industrial Internet of Things | Apr 11, 2024 | State Estimation | CodeCode Available | 1 |
| ComTraQ-MPC: Meta-Trained DQN-MPC Integration for Trajectory Tracking with Limited Active Localization Updates | Mar 3, 2024 | Decision MakingModel Predictive Control | CodeCode Available | 1 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | 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 |
| RMS: Redundancy-Minimizing Point Cloud Sampling for Real-Time Pose Estimation | Dec 12, 2023 | Motion EstimationPose Estimation | CodeCode Available | 1 |
| High-Cadence Thermospheric Density Estimation enabled by Machine Learning on Solar Imagery | Nov 12, 2023 | Collision AvoidanceDensity Estimation | CodeCode Available | 1 |
| Accurate and Interactive Visual-Inertial Sensor Calibration with Next-Best-View and Next-Best-Trajectory Suggestion | Sep 25, 2023 | State Estimation | CodeCode Available | 1 |
| Adaptive KalmanNet: Data-Driven Kalman Filter with Fast Adaptation | Sep 13, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Separable Self and Mixed Attention Transformers for Efficient Object Tracking | Sep 7, 2023 | CPUGPU | CodeCode Available | 1 |
| Bayesian KalmanNet: Quantifying Uncertainty in Deep Learning Augmented Kalman Filter | Sep 6, 2023 | Deep LearningState Estimation | CodeCode Available | 1 |
| Learning-based NLOS Detection and Uncertainty Prediction of GNSS Observations with Transformer-Enhanced LSTM Network | Sep 1, 2023 | Dataset GenerationState Estimation | CodeCode Available | 1 |
| Parametric and State Estimation of Stationary MEMS-IMUs: A Tutorial | Jul 17, 2023 | State Estimation | CodeCode Available | 1 |
| Transcendental Idealism of Planner: Evaluating Perception from Planning Perspective for Autonomous Driving | Jun 12, 2023 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| An information field theory approach to Bayesian state and parameter estimation in dynamical systems | Jun 3, 2023 | parameter estimationState Estimation | CodeCode Available | 1 |
| Tightly-coupled Visual-DVL-Inertial Odometry for Robot-based Ice-water Boundary Exploration | Mar 29, 2023 | Sensor FusionState Estimation | CodeCode Available | 1 |
| Exact Modeling of Non-Gaussian Measurement Uncertainty in Distribution System State Estimation | Mar 6, 2023 | State Estimation | CodeCode Available | 1 |
| Traffic State Estimation from Vehicle Trajectories with Anisotropic Gaussian Processes | Mar 4, 2023 | Decision MakingGaussian Processes | CodeCode Available | 1 |
| Deep Statistical Solver for Distribution System State Estimation | Jan 4, 2023 | State EstimationWeakly-supervised Learning | CodeCode Available | 1 |
| PoET: Pose Estimation Transformer for Single-View, Multi-Object 6D Pose Estimation | Nov 25, 2022 | 6D Pose Estimation6D Pose Estimation using RGB | CodeCode Available | 1 |
| Reachable Polyhedral Marching (RPM): An Exact Analysis Tool for Deep-Learned Control Systems | Oct 15, 2022 | State Estimation | CodeCode Available | 1 |
| Power System Anomaly Detection and Classification Utilizing WLS-EKF State Estimation and Machine Learning | Sep 26, 2022 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Data-Efficient Collaborative Decentralized Thermal-Inertial Odometry | Sep 14, 2022 | State Estimation | CodeCode Available | 1 |
| Traffic state data imputation: An efficient generating method based on the graph aggregator | Aug 12, 2022 | Generative Adversarial NetworkImputation | CodeCode Available | 1 |
| Robust Contact State Estimation in Humanoid Walking Gaits | Jul 30, 2022 | Contact DetectionFriction | CodeCode Available | 1 |
| Enhanced Laser-Scan Matching with Online Error Estimation for Highway and Tunnel Driving | Jul 29, 2022 | Autonomous VehiclesState Estimation | CodeCode Available | 1 |
| Distributed Nonlinear State Estimation in Electric Power Systems using Graph Neural Networks | Jul 23, 2022 | Graph Neural NetworkState Estimation | CodeCode Available | 1 |