Scenic4rl: Programmatic modeling and generation of reinforcement learning environments
The capability of a reinforcement learning (RL) agent heavily depends on the diversity of the
learning scenarios generated by the environment. Generation of diverse realistic scenarios
is challenging for real-time strategy (RTS) environments. The RTS environments are
characterized by intelligent entities/non-RL agents cooperating and competing with the RL
agents with large state and action spaces over a long period of time, resulting in an infinite
space of feasible, but not necessarily realistic, scenarios involving complex interaction …
learning scenarios generated by the environment. Generation of diverse realistic scenarios
is challenging for real-time strategy (RTS) environments. The RTS environments are
characterized by intelligent entities/non-RL agents cooperating and competing with the RL
agents with large state and action spaces over a long period of time, resulting in an infinite
space of feasible, but not necessarily realistic, scenarios involving complex interaction …
Scenic4RL: Programmatic Modeling and Generation of Reinforcement Learning Environments
The capability of a reinforcement learning (RL) agent heavily depends on the diversity of the
learning scenarios generated by the environment. Generation of diverse realistic scenarios
is challenging for real-time strategy (RTS) environments. The RTS environments are
characterized by intelligent entities/non-RL agents cooperating and competing with the RL
agents with large state and action spaces over a long period of time, resulting in an infinite
space of feasible, but not necessarily realistic, scenarios involving complex interaction …
learning scenarios generated by the environment. Generation of diverse realistic scenarios
is challenging for real-time strategy (RTS) environments. The RTS environments are
characterized by intelligent entities/non-RL agents cooperating and competing with the RL
agents with large state and action spaces over a long period of time, resulting in an infinite
space of feasible, but not necessarily realistic, scenarios involving complex interaction …
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