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Wenhan Cao's Projects

cmf icon cmf

[ICLR 2024] Continual Momentum Filtering on Parameter Space for Online Test-time Adaptation.

deeplearning icon deeplearning

深度学习入门教程, 优秀文章, Deep Learning Tutorial

discriminative-kalman-filter icon discriminative-kalman-filter

companion code for "The Discriminative Kalman Filter for Bayesian Filtering with Nonlinear and Nongaussian Observation Models"

env_build icon env_build

The repo develops a general and extensible RL environment for large-scale autonomous driving tasks.

eskf icon eskf

Python implementation of the Error State Kalman Filter (ESKF). Estimates the pose of a fixed wing UAV with IMU and GNSS measurements. Tested and tuned using both a real and simulated dataset.

iplf icon iplf

This repository contains the implementation of the iterated posterior linearisation filter (IPLF).

jemdoc icon jemdoc

Light text markup for creating websites

kalmann icon kalmann

Extended Kalman filter for training neural-networks

key-book icon key-book

《机器学习理论导引》(宝箱书)的证明、案例、概念补充与参考文献讲解。

koopa icon koopa

Code release for "Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors" (NeurIPS 2023), https://arxiv.org/abs/2305.18803

laplace icon laplace

Laplace approximations for Deep Learning.

marl-papers icon marl-papers

Paper list of multi-agent reinforcement learning (MARL)

mhe-layers icon mhe-layers

Code of the numerical example in "Learning-based Moving Horizon Estimation through Differentiable Convex Optimization Layers".

neuromhe icon neuromhe

Neural Moving Horizon Estimation (NeuroMHE) is an auto-tuning and adaptive optimal estimator. It fuses a nueral network with an MHE to render fast online adaptation to state-dependent noise. The neural network can be efficiently trained from the robot's trajectory tracking errors without the need for the ground truth data.

non_kf icon non_kf

Code for the paper: Nonlinear Kalman Filtering with Divergence Minimization

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