AINeutralarXiv – CS AI · 8h ago6/10
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A Goal-Set Characterization of Task Composition in the Boolean Task Algebra
Researchers demonstrate that the Boolean Task Algebra (BTA) framework for reinforcement learning can be substantially simplified by eliminating redundant base tasks. Their goal-set-based composition method achieves comparable performance while reducing computational costs for both learning and composition across diverse environments, with experiments showing that additional base tasks provide no performance benefits.