BriefGPT.xyz
Nov, 2022
BBReach: 深度强化学习系统的紧凑且可扩展的黑盒到达性分析
BBReach: Tight and Scalable Black-Box Reachability Analysis of Deep Reinforcement Learning Systems
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Jiaxu Tian, Dapeng Zhi, Si Liu, Peixin Wang, Guy Katz...
TL;DR
本文提出了一种针对DRL系统的紧密可扩展的可达性分析方法,使用抽象状态处理内嵌的神经网络以避免神经网络的过估计,并设计了一种名为BBReach的工具来评估其紧密性、可扩展性和效率。
Abstract
reachability analysis
is a promising technique to automatically prove or disprove the reliability and safety of AI-empowered software systems that are developed by using
deep reinforcement learning
(DRL). Existin
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