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Koen van Rijnsoever

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#machine learning Preprint Aug 2026

Repetition as Reinforcement: Enhancing Sample Efficiency via Instant Episode Repetition in Reinforcement Learning

Instant Episode Repetition (IER) is introduced, a simple and novel mechanism that improves sample efficiency by immediately repeating action sequences from successful episodes during environment interaction by directly influences the data collection process.

Hoda Yamani, Yuning Xing, Koen van Rijnsoever et al. · 0 citations