Experiments

The simplest example to demonstrate how to use BasicDQN

BasicDQN can also be applied to MountainCar

BasicDQN can also be applied to discrete Pendulum

A simple example to demonstrate how to use environments in GridWorlds.jl

DQN applied to CartPole

PrioritizedDQN applied to CartPole

DQN can also be applied to MountainCar

IQN applied to CartPole

QRDQN applied to CartPole

REMDQN applied to CartPole

Rainbow applied to CartPole

The simplest example to demonstrate how to use DQN to solve atari games.

Use the Rainbow to play the atari game ms_pacman.

Use the IQN to play the atari game breakout.

A2C applied to CartPole

A2CGAE applied to CartPole

DDPG applied to Pendulum

MADDPG applied to KuhnPoker

MADDPG applied to SpeakerListenerEnv

MAC applied to CartPole

PPO applied to CartPole

PPO applied to Pendulum

SAC applied to Pendulum

TD3 applied to Pendulum

VMPO applied to CartPole

VPG applied to CartPole

Rlpyt A2C Atari

Rlpyt PPO Atari

Collect CartPole dataset generated by BasicDQN

Collect Pendulum dataset generated by SAC

BC applied to CartPole

BCQ applied to Pendulum

BCQD applied to CartPole

BEAR applied to Pendulum

CRR applied to CartPole

CRR applied to Pendulum

FisherBRC applied to Pendulum

PLAS applied to Pendulum

FQE applied to CRR policy on PendulumEnv

Minimax applied to OpenSpiel(tictactoe)

TabularCFR applied to OpenSpiel(kuhn_poker)

DeepCFR applied to OpenSpiel(leduc_poker)

NFSP applied to KuhnPokerEnv

play "kuhn_poker" in OpenSpiel with NFSP

play "kuhn_poker" in OpenSpiel with Exploitability Descent(ED) algorithm.