Model-Based RL

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RL using learned or known environment models.

Full Definition

RL using learned or known environment models.

Keywords

dynamics learning

Domains

Reinforcement Learning

Related Terms

Dynamics Model related to

Predicts next state given current state and action.

 Policy Search related to

Directly optimizing control policies.

 Trajectory Optimization related to

Optimizing continuous action sequences.

 Reward Shaping related to

Modifying reward to accelerate learning.

 Reinforcement Learning related to

A learning paradigm where an agent interacts with an environment and learns to choose actions to maximize cumulative ...

 System Prompt related to

A high-priority instruction layer setting overarching behavior constraints for a chat model.

 Guardrails related to

Rules and controls around generation (filters, validators, structured outputs) to reduce unsafe or invalid behavior.

 Model-Free RL related to

RL without explicit dynamics model.

Concept Map

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