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Xixi Liu's Projects

awesome-uncertainty-deeplearning icon awesome-uncertainty-deeplearning

This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.

awesome_opensetrecognition_list icon awesome_opensetrecognition_list

A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

deep-knn-anomaly-detection icon deep-knn-anomaly-detection

MICCAI Workshop on Machine Learning in Medical Imaging (MLMI 2023): Deep Nearest Neighbors for Anomaly Detection in Chest X-Rays

deep-learning-uncertainty icon deep-learning-uncertainty

Literature survey, paper reviews, experimental setups and a collection of implementations for baselines methods for predictive uncertainty estimation in deep learning models.

gen icon gen

Official repository for CVPR2023 publication, GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection

jpda-feasible-events icon jpda-feasible-events

Provides a Matlab class in which the user can list all feasible events given a validation matrix for the JPDA filter (Joint Probabilistic Data Association) and similar algorithms

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

reinforcement_learning_tutorial_with_demo icon reinforcement_learning_tutorial_with_demo

Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

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