"Underground sounds" Experimenting with the sounds of Earthquakes. - Anna Saranti; Manuela Meier (ICMC, 2008)

Quantum Harmonic Oscillator Sonification. - Anna Saranti; Gerhard Eckel; David Pirrò (CMMR/ICAD, 2009)

Adaptive Learner Profiling Provides the Optimal Sequence of Posed Basic Mathematical Problems. - Behnam Taraghi; Anna Saranti; Martin Ebner; Arndt Großmann; Vinzent Müller (EC-TEL, 2014)

Markov Chain and Classification of Difficulty Levels Enhances the Learning Path in One Digit Multiplication. - Behnam Taraghi; Anna Saranti; Martin Ebner; Martin Schön (HCI (14), 2014)

On using markov chain to evidence the learning structures and difficulty levels of one digit multiplication. - Behnam Taraghi; Martin Ebner; Anna Saranti; Martin Schön (LAK, 2014)

Towards a Learning-Aware Application Guided by Hierarchical Classification of Learner Profiles. - Behnam Taraghi; Anna Saranti; Martin Ebner; Vinzent Müller; Arndt Großmann (J. Univers. Comput. Sci., 2015)

Bayesian modelling of student misconceptions in the one-digit multiplication with probabilistic programming. - Behnam Taraghi; Anna Saranti; Robert Legenstein; Martin Ebner (LAK, 2016)

Insights into Learning Competence Through Probabilistic Graphical Models. - Anna Saranti; Behnam Taraghi; Martin Ebner; Andreas Holzinger (CD-MAKE, 2019)

Property-Based Testing for Parameter Learning of Probabilistic Graphical Models. - Anna Saranti; Behnam Taraghi; Martin Ebner; Andreas Holzinger (CD-MAKE, 2020)

Explainable AI Methods - A Brief Overview. - Andreas Holzinger; Anna Saranti; Christoph Molnar; Przemyslaw Biecek; Wojciech Samek (xxAI@ICML, 2020)

Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches. - Anna Saranti; Simon Streit; Heimo Müller; Deepika Singh; Andreas Holzinger (ISMIS (Industrial Paper), 2020)

Classification and Visualization of Patterns in Medical Images. - Heimo Müller; Peter Regitnig; Peter Ferschin; Anna Saranti; Andreas Holzinger (IV, 2020)

KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence. - Andreas Holzinger; Anna Saranti; Heimo Müller (CoRR, 2021)

The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond. - Julian O. Matschinske; Julian Späth; Reza Nasirigerdeh; Reihaneh Torkzadehmahani; Anne Hartebrodt; Balázs Orbán; Sándor Fejér; Olga I. Zolotareva; Mohammad Bakhtiari; Béla Bihari; Marcus D. Bloice; Nina C. Donner; et al. (CoRR, 2021)

Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI. - Bastian Pfeifer; Anna Saranti; Andreas Holzinger (CoRR, 2021)

Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI. - Andreas Holzinger; Bernd Malle; Anna Saranti; Bastian Pfeifer (Inf. Fusion, 2021)

Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions. - Miroslav Hudec; Erika Mináriková; Radko Mesiar; Anna Saranti; Andreas Holzinger (Knowl. Based Syst., 2021)

Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations. - Ferdinand Hönigsberger; Anna Saranti; Alessa Angerschmid; Carl Orge Retzlaff; Christoph Gollob; Sarah Witzmann; Arne Nothdurft; Peter Kieseberg; Andreas Holzinger; Karl Stampfer (CD-MAKE, 2022)

GNN-SubNet: disease subnetwork detection with explainable graph neural networks. - Bastian Pfeifer; Anna Saranti; Andreas Holzinger (Bioinform., 2022)

Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs. - Bettina Finzel; Anna Saranti; Alessa Angerschmid; David E. Tafler; Bastian Pfeifer; Andreas Holzinger (Künstliche Intell., 2022)

Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions. - Andreas Holzinger; Anna Saranti; Alessa Angerschmid; Carl Orge Retzlaff; Andreas Gronauer; Vladimir Pejakovic; Francisco Medel-Jimenez; Theresa Krexner; Christoph Gollob; Karl Stampfer (Sensors, 2022)

Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning. - Anna Saranti; Miroslav Hudec; Erika Mináriková; Zdenko Takác; Udo Großschedl; Christoph Koch 006; Bastian Pfeifer; Alessa Angerschmid; Andreas Holzinger (Mach. Learn. Knowl. Extr., 2022)

Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition. - Arne Gevaert; Anna Saranti; Andreas Holzinger; Yvan Saeys (CD-MAKE, 2023)

Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning. - Andreas Holzinger; Anna Saranti; Anne-Christin Hauschild; Jacqueline Michelle Beinecke; Dominik Heider; Richard Röttger; Heimo Müller; Jan Baumbach; Bastian Pfeifer (CD-MAKE, 2023)

Explainable AI with counterfactual paths. - Bastian Pfeifer; Mateusz Krzyzinski; Hubert Baniecki; Anna Saranti; Andreas Holzinger; Przemyslaw Biecek (CoRR, 2023)

Be Careful When Evaluating Explanations Regarding Ground Truth. - Hubert Baniecki; Maciej Chrabaszcz; Andreas Holzinger; Bastian Pfeifer; Anna Saranti; Przemyslaw Biecek (CoRR, 2023)

Ensemble-GNN: Source Code and Data. - Bastian Pfeifer; Hryhorii Chereda; Roman Martin; Anna Saranti; Sandra Clemens; Anne-Christin Hauschild; Tim Beißbarth; Andreas Holzinger; Dominik Heider (Zenodo, 2023)

Toward human-level concept learning: Pattern benchmarking for AI algorithms. - Andreas Holzinger; Anna Saranti; Alessa Angerschmid; Bettina Finzel; Ute Schmid; Heimo Müller (Patterns, 2023)

Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification. - Bastian Pfeifer; Hryhorii Chereda; Roman Martin; Anna Saranti; Sandra Clemens; Anne-Christin Hauschild; Tim Beißbarth; Andreas Holzinger; Dominik Heider (Bioinform., 2023)

Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists. - Carl Orge Retzlaff; Alessa Angerschmid; Anna Saranti; David Schneeberger; Richard Röttger; Heimo Müller; Andreas Holzinger (Cogn. Syst. Res., 2024)

Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS). - Sarah Wagner; Alessa Angerschmid; Anna Saranti; Christoph Gollob; Tim Ritter; Ralf Krassnitzer; Andreas Tockner; Sarah Witzmann; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Ecol. Informatics, 2024)

Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities. - Carl Orge Retzlaff; Srijita Das 001; Christabel Wayllace; Payam Mousavi; Mohammad Afshari; Tianpei Yang; Anna Saranti; Alessa Angerschmid; Matthew E. Taylor; Andreas Holzinger (J. Artif. Intell. Res., 2024)

CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks. - Jacqueline Michelle Metsch; Anna Saranti; Alessa Angerschmid; Bastian Pfeifer; Vanessa Klemt; Andreas Holzinger; Anne-Christin Hauschild (J. Biomed. Informatics, 2024)

From 3D point-cloud data to explainable geometric deep learning: State-of-the-art and future challenges. - Anna Saranti; Bastian Pfeifer; Christoph Gollob; Karl Stampfer; Andreas Holzinger (WIREs Data. Mining. Knowl. Discov., 2024)

On generating trustworthy counterfactual explanations. - Javier Del Ser; Alejandro Barredo Arrieta; Natalia Díaz Rodríguez; Francisco Herrera; Anna Saranti; Andreas Holzinger (Inf. Sci., 2024)

col-LAUT - Colorized point clouds of marked trees collected with Terrestrial and Personal laser scanning from Austrian forest stands. - Sarah Wagner; Alessa Angerschmid; Anna Saranti; Christoph Gollob; Tim Ritter; Ralf Krassnitzer; Andreas Tockner; Sarah Witzmann; Andreas Holzinger; Karl Stampfer; Arne Nothdurft (Zenodo, 2024)

A Practical Tutorial on Explainable AI Techniques. - Adrien Bennetot; Ivan Donadello; Ayoub El Qadi; Mauro Dragoni; Thomas Frossard; Benedikt Wagner; Anna Saranti; Silvia Tulli; Maria Trocan; Raja Chatila 001; Andreas Holzinger; Artur d'Avila Garcez; et al. (ACM Comput. Surv., 2025)