Across nine RL environments with the PPO algorithm, Mamba-2 is the only model that both solves the long-memory MiniGrid task and matches the memory efficiency of a simple network, 8x lighter than Transformer-XL.
Minigrid & miniworld: Modular & customizable reinforcement learning environments for goal-oriented tasks, 2023
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RLBenchNet: The Right Network for the Right Reinforcement Learning Task
Across nine RL environments with the PPO algorithm, Mamba-2 is the only model that both solves the long-memory MiniGrid task and matches the memory efficiency of a simple network, 8x lighter than Transformer-XL.