Shallow_Updates_for_Deep_RL

Official implementation for the paper: "Shallow Updates for Deep Reinforcement Learning"

This code extends the official DQN implementation [link].

To run:

• Follow the official isntallation isntructions.
• Replace NeuralQLearner.lua with our code (NeuralQLearnerShallow.lua)
• Change initenv.lua, line 14: from "require 'NeuralQLearner'" to "require 'NeuralQLearnerShallow'".

Features supported:

• Netowrk type: DQN, and DDQN (line 155).
• SRL method: LSTD-Q, FQI, or none (line 156).
• Regularizer coefficient for the SRL methods (line 157).
• SRL updates frequency (line 158).