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Home/Authors/Martin Lange

Martin Lange

1 indexed paper

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Publications per year

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26

Top categories

Complexity×1ML×1Logic×1

Frequent co-authors

Eric Alsmann1×
Marco Sälzer1×

Research Timeline

2026
The Complexity of Verifying Feedforward Neural Networks in Quantised Settings

This paper analyzes the computational complexity of verifying feedforward neural networks when their weights are restricted to finite-width arithmetic, finding that verification remains NP-complete for fixed-precision networks and establishing upper bounds for dynamically quantized networks.

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Papers

cs.CCcs.LGcs.LORecentMay 28, 2026

The Complexity of Verifying Feedforward Neural Networks in Quantised Settings

Eric Alsmann, Martin Lange, Marco Sälzer

This paper analyzes the computational complexity of verifying feedforward neural networks when their weights are restricted to finite-width arithmetic, finding that verification remains NP-complete fo…

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