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quant-ph 1

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2025 1

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Benchmarking Quantum Reinforcement Learning

quant-ph · 2025-02-07 · conditional · novelty 6.0

A gridworld benchmark shows amplitude-amplification QRL outperforms PQC and free-energy QRL on cost and clock time, while entanglement and replica-count ablations find little evidence that current QRL performance depends on genuinely quantum effects.

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  • Benchmarking Quantum Reinforcement Learning quant-ph · 2025-02-07 · conditional · none · ref 3

    A gridworld benchmark shows amplitude-amplification QRL outperforms PQC and free-energy QRL on cost and clock time, while entanglement and replica-count ablations find little evidence that current QRL performance depends on genuinely quantum effects.