CEG4N: Counter-Example Guided Neural Network Quantization Refinement

João Batista Pereira Matos Jr., Iury Bessa, Edoardo Manino, Xidan Song, Lucas C. Cordeiro. CEG4N: Counter-Example Guided Neural Network Quantization Refinement. In Omri Isac, Radoslav Ivanov, Guy Katz, Nina Narodytska, Laura Nenzi, editors, Software Verification and Formal Methods for ML-Enabled Autonomous Systems - 5th International Workshop, FoMLAS 2022, and 15th International Workshop, NSV 2022, Haifa, Israel, July 31 - August 1, and August 11, 2022, Proceedings. Volume 13466 of Lecture Notes in Computer Science, pages 29-45, Springer, 2022. [doi]

Abstract

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