Elia Gatti

Long-Short Decision Transformer: Bridging Global and Local Dependencies for Generalized Decision-Making

Decision Transformers (DTs) effectively capture long-range dependencies using self-attention but struggle with fine-grained local relationships, especially the Markovian properties in many offline-RL datasets. Conversely, Decision Convformer (DC) utilizes convolutional filters for capturing local pa…