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Sample-Efficiency of Kolmogorov-Arnold Networks

Deep reinforcement learning has achieved substantial performance gains over classical control approaches. Yet, a central challenge to learning in real-world applications is acquiring costly samples.

By Kevin Riehl, Shaimaa K. El-Baklish, Fan Wu, Anastasios KouvelasarXiv cs.LG

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Originally published by arXiv cs.LG on Oct 9, 2026.

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