Theory of Automata: Context-free Grammars & RNNs 📚

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This research presentation delves into the innovative process of extracting Context-Free Grammars (CFGs) from Recurrent Neural Networks (RNNs) through Pattern Rule Sets (PRS). By transitioning from Deterministic Finite Automata (DFA) to PRS, and subsequently to CFG, the study addresses challenges in recursive rule extraction, automata approximation, and noise management. Utilizing experimental results from tested languages such as XnYn and Dyck, this methodology enhances computational...