| 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 |
| Adaptive Probabilistic ODE Solvers Without Adaptive Memory Requirements | Oct 14, 2024 | State EstimationTime Series | CodeCode Available | 2 |
| Masked Visual Pre-training for Motor Control | Mar 11, 2022 | Robot Manipulation GeneralizationState Estimation | CodeCode Available | 2 |
| Volumetric Environment Representation for Vision-Language Navigation | Mar 21, 2024 | 3D geometryMulti-Task Learning | 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 |
| Outlier-robust Kalman Filtering through Generalised Bayes | May 9, 2024 | Bayesian InferenceComputational Efficiency | CodeCode Available | 2 |
| Holistic Fusion: Task- and Setup-Agnostic Robot Localization and State Estimation with Factor Graphs | Apr 8, 2025 | Motion EstimationSensor Fusion | CodeCode Available | 2 |
| PaLM-E: An Embodied Multimodal Language Model | Mar 6, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Monocular Camera Localization in Prior LiDAR Maps with 2D-3D Line Correspondences | Apr 1, 2020 | Camera LocalizationPose Prediction | 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 |
| Learning to Explore using Active Neural SLAM | Apr 10, 2020 | PointGoal NavigationState Estimation | CodeCode Available | 1 |
| Model-free Vehicle Tracking and State Estimation in Point Cloud Sequences | Mar 10, 2021 | Autonomous DrivingMulti-Object Tracking | CodeCode Available | 1 |
| KalmanNet: Neural Network Aided Kalman Filtering for Partially Known Dynamics | Jul 21, 2021 | State Estimation | CodeCode Available | 1 |
| Learning from Label Relationships in Human Affect | Jul 12, 2022 | Continuous Affect Estimationregression | 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 |
| Extracting the fundamental diagram from aerial footage | Jul 7, 2020 | State Estimationvehicle detection | 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 |
| Differentiable Particle Filters: End-to-End Learning with Algorithmic Priors | May 28, 2018 | State Estimation | CodeCode Available | 1 |
| Exact Modeling of Non-Gaussian Measurement Uncertainty in Distribution System State Estimation | Mar 6, 2023 | State Estimation | CodeCode Available | 1 |
| GMMLoc: Structure Consistent Visual Localization with Gaussian Mixture Models | Jun 24, 2020 | Simultaneous Localization and MappingState Estimation | CodeCode Available | 1 |
| Incorporating Transformer and LSTM to Kalman Filter with EM algorithm for state estimation | May 1, 2021 | DecoderState Estimation | CodeCode Available | 1 |
| Inertial-Based LQG Control: A New Look at Inverted Pendulum Stabilization | Mar 24, 2025 | Sensor FusionState Estimation | CodeCode Available | 1 |
| Kimera: an Open-Source Library for Real-Time Metric-Semantic Localization and Mapping | Oct 6, 2019 | 3D ReconstructionComputational Efficiency | CodeCode Available | 1 |
| Learning-based Moving Horizon Estimation through Differentiable Convex Optimization Layers | Sep 8, 2021 | State Estimation | CodeCode Available | 1 |
| Learning neural state-space models: do we need a state estimator? | Jun 26, 2022 | State EstimationState Space Models | CodeCode Available | 1 |
| Learning Object Manipulation Skills via Approximate State Estimation from Real Videos | Nov 13, 2020 | ObjectState Estimation | CodeCode Available | 1 |
| Adaptive KalmanNet: Data-Driven Kalman Filter with Fast Adaptation | Sep 13, 2023 | Language ModelingLanguage Modelling | 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 |
| High-Cadence Thermospheric Density Estimation enabled by Machine Learning on Solar Imagery | Nov 12, 2023 | Collision AvoidanceDensity Estimation | CodeCode Available | 1 |
| Data-Efficient Collaborative Decentralized Thermal-Inertial Odometry | Sep 14, 2022 | State Estimation | CodeCode Available | 1 |
| Blending Data and Physics Against False Data Injection Attack: An Event-Triggered Moving Target Defence Approach | Apr 27, 2022 | State 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 |
| Deep Ensemble Learning-based Approach to Real-time Power System State Estimation | Jan 10, 2021 | Ensemble LearningState Estimation | CodeCode Available | 1 |
| A New Framework for Nonlinear Kalman Filters | Jul 8, 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 |
| Concurrent Training of a Control Policy and a State Estimator for Dynamic and Robust Legged Locomotion | Feb 11, 2022 | FrictionState 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 |
| Deep Statistical Solver for Distribution System State Estimation | Jan 4, 2023 | State EstimationWeakly-supervised Learning | 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 |
| Dynamical Wasserstein Barycenters for Time-series Modeling | Oct 13, 2021 | State EstimationTime Series | CodeCode Available | 1 |
| AirSim Drone Racing Lab | Mar 12, 2020 | BenchmarkingOptical Flow Estimation | CodeCode Available | 1 |
| A Digital Twin of an Electrical Distribution Grid: SoCal 28-Bus Dataset | Apr 9, 2025 | State Estimation | CodeCode Available | 1 |
| Faster than FAST: GPU-Accelerated Frontend for High-Speed VIO | Mar 30, 2020 | CPUfeature selection | 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 |
| Action-Conditional Recurrent Kalman Networks For Forward and Inverse Dynamics Learning | Oct 20, 2020 | FrictionState Estimation | CodeCode Available | 1 |
| How to Train Your Differentiable Filter | Dec 28, 2020 | Decision MakingState Estimation | CodeCode Available | 1 |
| Incremental Visual-Inertial 3D Mesh Generation with Structural Regularities | Mar 4, 2019 | 3D ReconstructionSimultaneous Localization and Mapping | CodeCode Available | 1 |
| A framework for constrained static state estimation in unbalanced distribution networks | Nov 23, 2020 | State Estimation | CodeCode Available | 1 |