Search Results for author: Elazar Cohen

Found 2 papers, 1 papers with code

Tighter Abstract Queries in Neural Network Verification

1 code implementation23 Oct 2022 Elazar Cohen, Yizhak Yisrael Elboher, Clark Barrett, Guy Katz

Recent attempts have demonstrated that abstraction-refinement approaches could play a significant role in mitigating these limitations; but these approaches can often produce networks that are so abstract, that they become unsuitable for verification.

Neural Network Verification using Residual Reasoning

no code implementations5 Aug 2022 Yizhak Yisrael Elboher, Elazar Cohen, Guy Katz

Recent work has proposed enhancing such verification techniques with abstraction-refinement capabilities, which have been shown to boost scalability: instead of verifying a large and complex network, the verifier constructs and then verifies a much smaller network, whose correctness implies the correctness of the original network.

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