flint-xf-fan
PhD candidate at NUS; A*STAR CIS Scholar, class 2019; A*STAR AIF Fellow, class 2024; Upcoming postdoc at ETH Zurich.
A*STARSingapore
Pinned Repositories
Band-Family-Tree
Class project -- Rock Band Family Tree program
Byzantine-Federated-RL
code for NeurIPS2021 paper on Federated Reinforcement Learning with Byzantine Resilience
CZ1003
emotion-recognition
Fashion-MNIST
flower
Flower: A Friendly Federated Learning Framework
MLDA-Workshop
ML/DL training workshops for EEE undergrads
SDCND-Advanced-Lane-Lines
SDCND-Behavioral-Cloning
SDCND-Vehicle-Detection
flint-xf-fan's Repositories
flint-xf-fan/Byzantine-Federated-RL
code for NeurIPS2021 paper on Federated Reinforcement Learning with Byzantine Resilience
flint-xf-fan/MLDA-Workshop
ML/DL training workshops for EEE undergrads
flint-xf-fan/flower
Flower: A Friendly Federated Learning Framework
flint-xf-fan/BigData_Course_Assignments
flint-xf-fan/SDCND-Behavioral-Cloning
flint-xf-fan/blackbox-fusion
Experimental code for ICML 2019 paper Collective Model Fusion for Multiple Black-Box Experts
flint-xf-fan/cups-rl
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"
flint-xf-fan/Deep-Reinforcement-Learning-Algorithms-with-PyTorch
PyTorch implementations of deep reinforcement learning algorithms and environments
flint-xf-fan/drlnd
Projects from Udacity's Deep Reinforcement Learning Nanodegree course.
flint-xf-fan/FedHQL
Project page for paper FedHQL: Federated Heterogeneous Q-Learning, AAMAS 2023 (extended abstract)
flint-xf-fan/meta_irl
Clone repo of https://github.com/ermongroup/MetaIRL
flint-xf-fan/mimic-iv
Code and discussion around the MIMIC-IV database
flint-xf-fan/mimic-preprocess
MIMIC preprocessing for the ICML paper "Dynamic Measurement Scheduling for Event Forecasting Using Deep RL"
flint-xf-fan/MIMIC_RL_COACH
Applications of Batch Reinforcement Learning to MIMIC dataset
flint-xf-fan/pg_travel
Policy Gradient algorithms (REINFORCE, NPG, TRPO, PPO)
flint-xf-fan/probabilistic-federated-neural-matching
Bayesian Nonparametric Federated Learning of Neural Networks
flint-xf-fan/pymarl
Python Multi-Agent Reinforcement Learning framework
flint-xf-fan/pysekiro_with_RL
flint-xf-fan/Rainbow
Rainbow: Combining Improvements in Deep Reinforcement Learning
flint-xf-fan/reinforcement-learning-an-introduction
Python Implementation of Reinforcement Learning: An Introduction
flint-xf-fan/rl-baselines-zoo
A collection of 100+ pre-trained RL agents using Stable Baselines, training and hyperparameter optimization included.
flint-xf-fan/RLMA
flint-xf-fan/sacred
Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.
flint-xf-fan/stable-baselines
A fork of OpenAI Baselines, implementations of reinforcement learning algorithms
flint-xf-fan/svrg_for_policy_evaluation_with_fewer_gradients
flint-xf-fan/switch-cuda
A simple bash script for switching between installed versions of CUDA.
flint-xf-fan/tensor2tensor
Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
flint-xf-fan/Vessel-Segmentation
flint-xf-fan/WeChatExtension-ForMac
Mac版微信的功能拓展
flint-xf-fan/world-models
Reimplementation of World-Models (Ha and Schmidhuber 2018) in pytorch