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value-based-qlearning

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value-based-qlearning
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{
  "frozenlake4x4": {
    "env_id": "FrozenLake-v1",
    "n_episodes": 100,
    "mean_reward": 1.0,
    "std_reward": 0.0,
    "success_rate": 1.0,
    "mean_steps": 6.0,
    "qtable_shape": [
      16,
      4
    ],
    "qtable_nonzero": 35,
    "evaluated_at": "2026-10-30T22:46:48"
  },
  "frozenlake4x4_slippery": {
    "env_id": "FrozenLake-v1",
    "n_episodes": 100,
    "mean_reward": 0.74,
    "std_reward": 0.4386342439892262,
    "success_rate": 0.74,
    "mean_steps": 39.41,
    "qtable_shape": [
      16,
      4
    ],
    "qtable_nonzero": 44,
    "evaluated_at": "2026-10-30T22:46:59"
  },
  "frozenlake8x8": {
    "env_id": "FrozenLake-v1",
    "n_episodes": 100,
    "mean_reward": 1.0,
    "std_reward": 0.0,
    "success_rate": 1.0,
    "mean_steps": 14.0,
    "qtable_shape": [
      64,
      4
    ],
    "qtable_nonzero": 179,
    "evaluated_at": "2026-10-30T22:47:24"
  },
  "taxi": {
    "env_id": "Taxi-v3",
    "n_episodes": 100,
    "mean_reward": 7.56,
    "std_reward": 2.706732347314747,
    "success_rate": 1.0,
    "mean_steps": 13.44,
    "qtable_shape": [
      500,
      6
    ],
    "qtable_nonzero": 2398,
    "evaluated_at": "2026-10-30T22:47:35"
  }
}