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[PLDI'23] Incremental Verification of Neural Networks
Description:
Explore a 20-minute conference talk from PLDI 2023 that introduces a novel framework for incremental and complete verification of deep neural networks (DNNs). Learn about IVAN, a tool that achieves significant speedups in verifying challenging MNIST, CIFAR10, and ACAS-XU classifiers compared to state-of-the-art baselines. Discover how this approach improves efficiency when verifying updated DNNs, addressing the limitations of existing complete verifiers that require full re-verification. Gain insights into the innovative theory, data structures, and algorithms behind this framework, which aims to enhance the trustworthiness and robustness of DNNs in various applications.

Incremental Verification of Neural Networks

ACM SIGPLAN
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