Researchers propose using Test-Time Training (TTT) layers in a Decision Transformer to improve long-term memory in offline Reinforcement Learning (RL). They analyze the performance of the Decision Titan, a variant of the Decision Transformer with TTT layers, in the X-Maze environment.