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Multi-State-Action Tokenisation in Decision Transformers for Multi-Discrete Action Spaces

Multi-State-Action Tokenisation in Decision Transformers for Multi-Discrete Action Spaces

Decision Transformers, in their vanilla form, struggle to perform on image-based environments with multi-discrete action spaces. Although enhanced Decision Transformer architectures have been developed to improve performance, these methods have not specifically addressed this problem of multi-discrete action spaces which hampers existing Decision Transformer architectures from learning good representations. To …