AIBullisharXiv – CS AI · 11h ago7/10
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Neural Concept Verifier: Scaling Prover-Verifier Games via Concept Encodings
Researchers introduce Neural Concept Verifier (NCV), a framework combining Prover-Verifier Games with concept encodings to create interpretable and formally verifiable AI models for high-dimensional inputs like images. The approach outperforms existing concept-based and pixel-based baselines while reducing shortcut learning behavior, advancing toward verifiable AI systems.