Flint Xiaofeng Fan's Projects
Class project -- Rock Band Family Tree program
Experimental code for ICML 2019 paper Collective Model Fusion for Multiple Black-Box Experts
code for NeurIPS2021 paper on Federated Reinforcement Learning with Byzantine Resilience
Customisable Unified Physical Simulations (CUPS) for Reinforcement Learning. Experiments run on the ai2thor environment (http://ai2thor.allenai.org/) e.g. using A3C, RainbowDQN and A3C_GA (Gated Attention multi-modal fusion) for Task-Oriented Language Grounding (tasks specified by natural language instructions) e.g. "Pick up the Cup or else"
PyTorch implementations of deep reinforcement learning algorithms and environments
Projects from Udacity's Deep Reinforcement Learning Nanodegree course.
Project page for paper FedHQL: Federated Heterogeneous Q-Learning, AAMAS 2023 (extended abstract)
Flower: A Friendly Federated Learning Framework
Code for the Kaggle Ensembling Guide Article on MLWave
Curated list of tools and resources related to the use of machine learning for cyber security
Clone repo of https://github.com/ermongroup/MetaIRL
Code and discussion around the MIMIC-IV database
MIMIC preprocessing for the ICML paper "Dynamic Measurement Scheduling for Event Forecasting Using Deep RL"
Applications of Batch Reinforcement Learning to MIMIC dataset
ML/DL training workshops for EEE undergrads
Policy Gradient algorithms (REINFORCE, NPG, TRPO, PPO)
Bayesian Nonparametric Federated Learning of Neural Networks
Python Multi-Agent Reinforcement Learning framework