Table of Contents

Programming Assignment I

Select one of the assignments below. Assignments marked with can be extended as a continution in Programming Assgnment II. Projects marked with can be (with some additional work and depending on the results) published as scientific papers.

SHAP for time series

Main goal of the project is to take the code: https://github.com/sbobek/WindowSHAP/tree/main And add possibility of adding dynamic windows using ruptures point-detection algorithm.

Actionable SHAP

The goal of this project is to use shapley values to find counterfactual explanations.

Self-explainable Neural Networks

The goal of this project is to reproduce results from Exploring Multi-Task Learning for Explainability

Lux on Mushrooms datset

The goal of this work is to test how LUX works on the Mushroom daatset.

XAI for affective computing

The goal of this project is to calculate various XAI models for affective prediciton models

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