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Hongyao Tang's Projects

aaai2021-vdfp icon aaai2021-vdfp

Source code and raw data of learning curves for AAAI 2021 paper - 《Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction》

adhoc_aamas-17 icon adhoc_aamas-17

Codification used for the AAMAS-17 paper "Simultaneously Learning and Advising in Multiagent Reinforcement Learning"

awesome-pytorch-list icon awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

baselines-rudder icon baselines-rudder

RUDDER for ATARI games with delayed rewards in OpenAI Baselines package

bayesian-neural-networks icon bayesian-neural-networks

Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace and more

casl icon casl

TensorFlow Implementation of Crossmodal Attentive Skill Learner (CASL)

commnet icon commnet

Neural network model, suitable for multi-agent learning. https://arxiv.org/abs/1605.07736

ddrl icon ddrl

Deep Developmental Reinforcement Learning

deeprl-agents icon deeprl-agents

A set of Deep Reinforcement Learning Agents implemented in Tensorflow.

dreamer icon dreamer

Dream to Control: Learning Behaviors by Latent Imagination

gym-starcraft icon gym-starcraft

StarCraft environment for OpenAI Gym, based on Facebook's TorchCraft. (In progress)

icnn icon icnn

Input Convex Neural Networks

lowrankmdp icon lowrankmdp

Exploratory project on approximating MDP value functions as low-rank plus sparse model

maddpg icon maddpg

Code for the MADDPG algorithm from the paper "Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments"

madrl icon madrl

Repo containing code for multi-agent deep reinforcement learning (MADRL).

matc-env icon matc-env

Multi-agent (2-agent now) Trash Collecting Envs, which are extended from several classic coordination games

matc_env icon matc_env

Multi-agent Trash Collecting domains used in research paper 《Hierarchical Deep Multiagent Reinforcement Learning》 (arXiv:1809.09332)

mazebase icon mazebase

Simple environment for creating very simple 2D games and training neural network models to perform tasks within them

models icon models

Models and examples built with TensorFlow

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