From Semantics to Symbols: A Two-Stage Framework for Deconstructing LLM Reasoning into Concepts and Rules

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MC3G: Model Agnostic Causally Constrained Counterfactual Generation

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Interpretable Imitation Learning via Generative Adversarial STL Inference and Control