Machine Learning

VeriFlow: Modeling Distributions for Neural Network Verification featured image

VeriFlow: Modeling Distributions for Neural Network Verification

A new probabilistic framework for neural network verification, enhancing reliability and robustness.

Faried Abu Zaid
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On Uniformly Scaling Flows: A Density-Aligned Approach to Deep One-Class Classification featured image

On Uniformly Scaling Flows: A Density-Aligned Approach to Deep One-Class Classification

Uniformly scaling flows for anomaly detection unify density faithfulness with distance-based reasoning.

Faried Abu Zaid
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