XAI with Machine Teaching When Humans Are (Not) Informed About the Irrelevant Features. - Brigt Arve Toppe Håvardstun; Cèsar Ferri; José Hernández-Orallo; Pekka Parviainen; Jan Arne Telle (ECML/PKDD (3), 2023)

On a Combinatorial Problem Arising in Machine Teaching. - Joakim Sunde; Brigt Arve Toppe Håvardstun; Jan Kratochvíl; Jan Arne Telle (ICML, 2024)

An Interactive Tool for Interpretability of Time Series Classification. - Brigt Arve Toppe Håvardstun; Cèsar Ferri; Jan Arne Telle (ECML/PKDD (8), 2024)

Optimal Robust Simplifications for Explaining Time Series Classifications. - Jan Arne Telle; Cèsar Ferri; Brigt Arve Toppe Håvardstun (TempXAI@PKDD/ECML, 2024)

XAI for Time Series Classification: Evaluating the Benefits of Model Inspection for End-Users. - Brigt Arve Toppe Håvardstun; Cèsar Ferri; Kristian Flikka; Jan Arne Telle (xAI (3), 2024)

Relative Drawing Identification Complexity Is Invariant to Modality in Vision-Language Models. - Diogo Freitas; Brigt Håvardstun; Darío Garigliotti; Jan Arne Telle; Cèsar Ferri; José Hernández-Orallo (ECAI, 2025)

Code for the paper: "Relative Drawing Identification Complexity is Invariant to Modality in Vision-Language Models". - Diogo Freitas; Brigt Håvardstun; Darío Garigliotti; Jan Arne Telle; Cèsar Ferri Ramírez; José Hernández-Orallo (Zenodo, 2025)

Evaluating Simplification Algorithms for Interpretability of Time Series Classification. - Félix Martí Pérez; Brigt Arve Toppe Håvardstun; Cèsar Ferri; Carlos Monserrat; Jan Arne Telle (CoRR, 2025)

Code for the paper: "Relative Drawing Identification Complexity is Invariant to Modality in Vision-Language Models". - Diogo Freitas; Brigt Arve Toppe Håvardstun; Darío Garigliotti; Jan Arne Telle; Cèsar Ferri Ramírez; José Hernández-Orallo (Zenodo, 2025)

When Redundancy Matters: Machine Teaching of Representations. - Cèsar Ferri; Darío Garigliotti; José Hernández-Orallo; Brigt Arve Toppe Håvardstun; Jan Arne Telle (Mach. Learn., 2026)

Teaching and Learning under Deductive Errors. - Jan Arne Telle; Brigt Håvardstun; José Hernández-Orallo (CoRR, 2026)