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In this paper we propose apirl, a fully automated deep reinforcement learning tool for testing rest apis It reads api documentation and learns which test inputs are most likely to reveal problems. Apirl is a deep reinforcement learning tool to find bugs in rest apis

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The paper detailing apirl can be found online on arxiv or aaai 2025 (coming soon). Think of apirl as a security tester that gets better at finding vulnerabilities the more it tests 團名為APRIL是因為四月是有著嶄新氛圍一個的季節月份，包含著美好以及溫暖的意涵，還有另外一層意義，便是好的「A」加上代表可愛女性的「PRIL」組合而成，因此涵意為「帶給大眾美好與溫暖的歌曲而讓人無法不深深喜愛的少女們」 [2]。

Import os from dqn.dqn_agent import agent from dqn.config import config from dqn.buffers import * import argparse from pre_processing.grammar import * import pickle as pkl if __name__ == __main__

The name april is derived from the latin word aperire, meaning to open. it is often associated with the spring season, symbolizing new beginnings, growth, and rebirth As a name, april represents qualities such as freshness, vitality, and optimism. This paper presents apirl, a system that uses this approach to test rest apis for security flaws