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cs.SE 1

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2026 1

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Failure-Based Testing for Deep Reinforcement Learning Agents

cs.SE · 2026-06-30 · unverdicted · novelty 6.0

Proposes Prior Random Testing (PRT) that leverages task difficulty to prioritize failure-prone test cases for DRL agents, achieving over 50% lower testing cost than random testing while preserving diversity on four benchmarks.

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  • Failure-Based Testing for Deep Reinforcement Learning Agents cs.SE · 2026-06-30 · unverdicted · none · ref 10

    Proposes Prior Random Testing (PRT) that leverages task difficulty to prioritize failure-prone test cases for DRL agents, achieving over 50% lower testing cost than random testing while preserving diversity on four benchmarks.