dataset
active
dataset:frozenlake-openai-gym-environment

FrozenLake OpenAI Gym Environment

Modified discrete state-space environment used for experimental comparison of active inference and RL agents.

Neighborhood — ranked by edge-count

Methods (1)

method
  • Q-learning
    cites
    Model-free RL algorithm used in experimental comparison; employs ε-greedy exploration.

Frameworks (2)

framework
  • Active Inference
    cites
    Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.
  • Bayesian Model-Based Reinforcement Learning
    cites
    RL variant that maintains beliefs over environment model; compared to active inference using Thompson sampling.