Value-Based Benchmarks

We provide the benchmarks for the following Finite Temporal-Difference algorithms:

• SARSA
• QLearning
• SpeedyQLearning
• WeightedQLearning
• DoubleQLearning
• SARSALambda
• QLambda

We provide the benchmarks for the following Continuous state Temporal-Difference algorithms:

• SARSALambdaContinuous
• TrueOnlineSARSALambda

We provide the benchmarks for the following DQN algorithms:

• DQN
• PrioritiziedDQN
• DoubleDQN
• AveragedDQN
• DuelingDQN
• MaxminDQN
• CategoricalDQN
• NoisyDQN

We consider the following environments in the benchmark

• Finite State Environment Benchmark
  • GridWorld
• Gym Environments Benchmarks
  • MountainCar-v0
• Atari Environment Benchmark
  • BreakoutDeterministic-v4