FIELD NOTES TOPIC
state representation
3 notes, newest first.
State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading
Researchers studied how the representation of a state given to a reinforcement learning (RL) agent impacts energy trading decisions. They used a fixed Double DQN agent in a pumped-storage arbitrage environment and…
State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading
Researchers study the impact of state representation on a reinforcement learning agent in energy trading decisions, focusing on a pumped-storage arbitrage environment. They find that combining absolute price…
State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading
Researchers compared different methods for representing market conditions in reinforcement learning (RL) models for energy trading. They found that combining multiple types of features led to stronger performance…
