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King's College London
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A hybrid architecture that leverages deliberative planning can significantly outperform traditional reactive RL policies in complex environments.
Imitation learning's obsession with perfect replay is a dead end; true progress lies in compositional adaptability, enabling agents to recombine learned behaviors in novel contexts without retraining.