Anna Saranti

37 papers A 2B 1C 6Journal 23Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Practical Tutorial on Explainable AI Techniques.
ACM Comput. Surv.
Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur d'Avila Garcez, Natalia Díaz Rodríguez
2025 J jnl
Correction: Generating Explanations for Conceptual Validation of Graph Neural Networks.
Künstliche Intell.
Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger
2024 J jnl
Automatic detection of color markings and numbers on trees in point clouds from Personal Laser Scanning (PLS) and Terrestrial Laser Scanning (TLS).
Ecol. Informatics
Sarah Wagner, Alessa Angerschmid, Anna Saranti, Christoph Gollob, Tim Ritter, Ralf Krassnitzer, Andreas Tockner, Sarah Witzmann, Andreas Holzinger, Karl Stampfer, Arne Nothdurft
2024 J jnl
CLARUS: An interactive explainable AI platform for manual counterfactuals in graph neural networks.
J. Biomed. Informatics
Jacqueline Michelle Metsch, Anna Saranti, Alessa Angerschmid, Bastian Pfeifer, Vanessa Klemt, Andreas Holzinger, Anne-Christin Hauschild
2024 J jnl
From 3D point-cloud data to explainable geometric deep learning: State-of-the-art and future challenges.
WIREs Data. Mining. Knowl. Discov.
Anna Saranti, Bastian Pfeifer, Christoph Gollob, Karl Stampfer, Andreas Holzinger
2024 J jnl
Human-in-the-Loop Reinforcement Learning: A Survey and Position on Requirements, Challenges, and Opportunities.
J. Artif. Intell. Res.
Carl Orge Retzlaff, Srijita Das, Christabel Wayllace, Payam Mousavi, Mohammad Afshari, Tianpei Yang, Anna Saranti, Alessa Angerschmid, Matthew E. Taylor, Andreas Holzinger
2024 J jnl
On generating trustworthy counterfactual explanations.
Inf. Sci.
Javier Del Ser, Alejandro Barredo Arrieta, Natalia Díaz Rodríguez, Francisco Herrera, Anna Saranti, Andreas Holzinger
2024 J jnl
Post-hoc vs ante-hoc explanations: xAI design guidelines for data scientists.
Cogn. Syst. Res.
Carl Orge Retzlaff, Alessa Angerschmid, Anna Saranti, David Schneeberger, Richard Röttger, Heimo Müller, Andreas Holzinger
2023 J jnl
Be Careful When Evaluating Explanations Regarding Ground Truth.
CoRR
Hubert Baniecki, Maciej Chrabaszcz, Andreas Holzinger, Bastian Pfeifer, Anna Saranti, Przemyslaw Biecek
2023 C conf
Efficient Approximation of Asymmetric Shapley Values Using Functional Decomposition.
CD-MAKE
Arne Gevaert, Anna Saranti, Andreas Holzinger, Yvan Saeys
2023 J jnl
Ensemble-GNN: federated ensemble learning with graph neural networks for disease module discovery and classification.
Bioinform.
Bastian Pfeifer, Hryhorii Chereda, Roman Martin, Anna Saranti, Sandra Clemens, Anne-Christin Hauschild, Tim Beißbarth, Andreas Holzinger, Dominik Heider
2023 J jnl
Explainable AI with counterfactual paths.
CoRR
Bastian Pfeifer, Mateusz Krzyzinski, Hubert Baniecki, Anna Saranti, Andreas Holzinger, Przemyslaw Biecek
2023 C conf
Human-in-the-Loop Integration with Domain-Knowledge Graphs for Explainable Federated Deep Learning.
CD-MAKE
Andreas Holzinger, Anna Saranti, Anne-Christin Hauschild, Jacqueline Michelle Beinecke, Dominik Heider, Richard Röttger, Heimo Müller, Jan Baumbach, Bastian Pfeifer
2023 J jnl
Toward human-level concept learning: Pattern benchmarking for AI algorithms.
Patterns
Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Bettina Finzel, Ute Schmid, Heimo Müller
2022 J jnl
Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning.
Mach. Learn. Knowl. Extr.
Anna Saranti, Miroslav Hudec, Erika Mináriková, Zdenko Takác, Udo Großschedl, Christoph Koch, Bastian Pfeifer, Alessa Angerschmid, Andreas Holzinger
2022 J jnl
Digital Transformation in Smart Farm and Forest Operations Needs Human-Centered AI: Challenges and Future Directions.
Sensors
Andreas Holzinger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Andreas Gronauer, Vladimir Pejakovic, Francisco Medel-Jimenez, Theresa Krexner, Christoph Gollob, Karl Stampfer
2022 J jnl
GNN-SubNet: disease subnetwork detection with explainable graph neural networks.
Bioinform.
Bastian Pfeifer, Anna Saranti, Andreas Holzinger
2022 J jnl
Generating Explanations for Conceptual Validation of Graph Neural Networks: An Investigation of Symbolic Predicates Learned on Relevance-Ranked Sub-Graphs.
Künstliche Intell.
Bettina Finzel, Anna Saranti, Alessa Angerschmid, David E. Tafler, Bastian Pfeifer, Andreas Holzinger
2022 C conf
Machine Learning and Knowledge Extraction to Support Work Safety for Smart Forest Operations.
CD-MAKE
Ferdinand Hönigsberger, Anna Saranti, Alessa Angerschmid, Carl Orge Retzlaff, Christoph Gollob, Sarah Witzmann, Arne Nothdurft, Peter Kieseberg, Andreas Holzinger, Karl Stampfer
2021 J jnl
A Practical Tutorial on Explainable AI Techniques.
CoRR
Adrien Bennetot, Ivan Donadello, Ayoub El Qadi, Mauro Dragoni, Thomas Frossard, Benedikt Wagner, Anna Saranti, Silvia Tulli, Maria Trocan, Raja Chatila, Andreas Holzinger, Artur S. d'Avila Garcez, Natalia Díaz Rodríguez
2021 J jnl
Classification by ordinal sums of conjunctive and disjunctive functions for explainable AI and interpretable machine learning solutions.
Knowl. Based Syst.
Miroslav Hudec, Erika Mináriková, Radko Mesiar, Anna Saranti, Andreas Holzinger
2021 J jnl
KANDINSKYPatterns - An experimental exploration environment for Pattern Analysis and Machine Intelligence.
CoRR
Andreas Holzinger, Anna Saranti, Heimo Müller
2021 J jnl
Network Module Detection from Multi-Modal Node Features with a Greedy Decision Forest for Actionable Explainable AI.
CoRR
Bastian Pfeifer, Anna Saranti, Andreas Holzinger
2021 J jnl
The FeatureCloud AI Store for Federated Learning in Biomedicine and Beyond.
CoRR
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, Walid Fdhila, Tobias Frisch, Anne-Christin Hauschild, Dominik Heider, Andreas Holzinger, Walter Hötzendorfer, Jan Hospes, Tim Kacprowski, Markus Kastelitz, Markus List, Rudolf Mayer, Mónika Moga, Heimo Müller, Anastasia Pustozerova, Richard Röttger, Anna Saranti, Harald H. H. W. Schmidt, Christof Tschohl, Nina Kerstin Wenke, Jan Baumbach
2021 J jnl
Towards multi-modal causability with Graph Neural Networks enabling information fusion for explainable AI.
Inf. Fusion
Andreas Holzinger, Bernd Malle, Anna Saranti, Bastian Pfeifer
2020 C conf
Classification and Visualization of Patterns in Medical Images.
IV
Heimo Müller, Peter Regitnig, Peter Ferschin, Anna Saranti, Andreas Holzinger
2020 — conf
Explainable AI Methods - A Brief Overview.
xxAI@ICML
Andreas Holzinger, Anna Saranti, Christoph Molnar, Przemyslaw Biecek, Wojciech Samek
2020 C conf
Property-Based Testing for Parameter Learning of Probabilistic Graphical Models.
CD-MAKE
Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
2020 — conf
Towards Visual Concept Learning and Reasoning: On Insights into Representative Approaches.
ISMIS (Industrial Paper)
Anna Saranti, Simon Streit, Heimo Müller, Deepika Singh, Andreas Holzinger
2019 C conf
Insights into Learning Competence Through Probabilistic Graphical Models.
CD-MAKE
Anna Saranti, Behnam Taraghi, Martin Ebner, Andreas Holzinger
2016 A conf
Bayesian modelling of student misconceptions in the one-digit multiplication with probabilistic programming.
LAK
Behnam Taraghi, Anna Saranti, Robert Legenstein, Martin Ebner
2015 J jnl
Towards a Learning-Aware Application Guided by Hierarchical Classification of Learner Profiles.
J. Univers. Comput. Sci.
Behnam Taraghi, Anna Saranti, Martin Ebner, Vinzent Müller, Arndt Großmann
2014 B conf
Adaptive Learner Profiling Provides the Optimal Sequence of Posed Basic Mathematical Problems.
EC-TEL
Behnam Taraghi, Anna Saranti, Martin Ebner, Arndt Großmann, Vinzent Müller
2014 — conf
Markov Chain and Classification of Difficulty Levels Enhances the Learning Path in One Digit Multiplication.
HCI (14)
Behnam Taraghi, Anna Saranti, Martin Ebner, Martin Schön
2014 A conf
On using markov chain to evidence the learning structures and difficulty levels of one digit multiplication.
LAK
Behnam Taraghi, Martin Ebner, Anna Saranti, Martin Schön
2009 — conf
Quantum Harmonic Oscillator Sonification.
CMMR/ICAD
Anna Saranti, Gerhard Eckel, David Pirrò
2008 — conf
"Underground sounds" Experimenting with the sounds of Earthquakes.
ICMC
Anna Saranti, Manuela Meier