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#1 Verification of RNN-Based Neural Agent-Environment Systems [PDF] [Copy] [Kimi]

Authors: Michael E. Akintunde ; Andreea Kevorchian ; Alessio Lomuscio ; Edoardo Pirovano

We introduce agent-environment systems where the agent is stateful and executing a ReLU recurrent neural network. We define and study their verification problem by providing equivalences of recurrent and feed-forward neural networks on bounded execution traces. We give a sound and complete procedure for their verification against properties specified in a simplified version of LTL on bounded executions. We present an implementation and discuss the experimental results obtained.