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Trust Guided Decision Transformer

Gautam, Chainesh et al.
arXiv (All) · Papers
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machine-learning
Decision Transformer performance degrades on long rollouts because the conditioning context drifts out of the training distribution. We show that this drift is visible through the model's own next state prediction error, which rises during rollout and stays elevated, giving a direct signal of when c
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