HI-AI 2024

Table of Contents

• PDF
  Gabriele Ciravegna, Mateo Espiniza Zarlenga, Pietro Barbiero, Francesco Giannini, Zohreh Shams, Damien Garreau, Mateja Jamnik, Tania Cerquitelli
• Towards Fast Visual Explanations of Local Path Planning with LIME and GAN 1-7 PDF
  Amar Halilovic, Senka Krivic
• Using Longitudinal Data for Plausible Counterfactual Explanations 8-17 PDF
  Alexander Asemota, Giles Hooker
• Generative Models for Counterfactual Explanations 18-30 PDF
  Martin Gjoreski, Pietro Barbiero, Daniil E. Kirilenko, Marc Langheinrich, Mitja Lustrek
• Logically Explainable Malware Detection 31-42 PDF
  Ján Mojzis, Martin Homola, Marco Gori, Peter Anthony, Stefan Balogh, Francesco Giannini, Michelangelo Diligenti
• MASALA: Model-Agnostic Surrogate Explanations by Locality Adaptation 43-59 PDF
  Saif Anwar, Abhir Bhalerao, Nathan Griffiths, Thomas Popham
• GLEAMS: Bridging the Gap Between Local and Global Explanations 60-73 PDF
  Damien Garreau, Vincenzo Stanzione, Giorgio Visani
• From Must to May: Enabling Test-Time Feature Imputation and Interventions 74-86 PDF
  Andrei Margeloiu, Mateo Espinosa Zarlenga, Evan Rex, Mateja Jamnik
• Evaluating the Reliability of Shapley Value Estimates: An Interval-Based Approach 87-94 PDF
  Davide Napolitano, Luca Cagliero
• Enhancing Interpretability in Multivariate Time Series Classification through Dimension and Feature Selection 95-101 PDF
  Zed Lee
• Sparse Oblique Decision Trees: A Tool to Understand and Manipulate Neural Net Features 102-116 PDF
  Miguel Á. Carreira-Perpiñán, Suryabhan Singh Hada, Arman Zharmagambetov
• Ontology-grounded Automatic Knowledge Graph Construction by LLM under Wikidata schema 117-135 PDF
  Xixin Wu, Helen M. Meng, Xiaohan Feng