Anton Björklund

SLISEMAP: Combining Supervised Dimensionality Reduction with Local Explanations

2023 · Lecture notes in computer science

Abstract We introduce a Python library, called slisemap , that contains a supervised dimensionality reduction method that can be used for global explanation of black box regression or classification models. slisemap takes a data matrix …

Efficient Preimage Approximation for Neural Network Certification

2025 · arXiv (Cornell University)

The growing reliance on artificial intelligence in safety- and security-critical applications is raising concerns about the robustness of neural networks to erroneous or adversarial input. Certification is a methodology for ensuring model trustworthiness by providing …