Wednesday, 23.04.2025
09:00
Welcome introduction
09:10
Network Science Meets AI
Organized by: Matteo Zignani, Fragkiskos D. Malliaros, Ingo Scholtes, Roberto Interdonato, Manuel Dileo
Organized by: Matteo Zignani, Fragkiskos D. Malliaros, Ingo Scholtes, Roberto Interdonato, Manuel Dileo
09:10
Network Science Meets AI: A Converging Frontier
- Matteo Zignani, University of Milan (Italy)
- Fragkiskos D. Malliaros, Université Paris-Saclay (France)
- Ingo Scholtes, Julius-Maximilians-Universität Würzburg (Germany)
- Roberto Interdonato, CIRAD (France)
- Manuel Dileo, University of Milan (Italy)
09:30
Learning of Probability Estimates for System and Network Reliability Analysis by Means of Matrix Learning Vector Quantization
- Mandy Lange-Geisler , University of Applied Sciences Mittweida (germany )
- Klaus Dohmen, University of Applied Sciences Mittweida (Germany)
- Thomas Villmann, Mittweida University of Applied Sciences, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
09:50
Enhancing neural link predictors for temporal knowledge graphs with temporal regularisers
- Manuel Dileo, University of Milan (Italy)
- Pasquale Minervini, University of Edinburgh; Miniml.AI (United Kingdom)
- Matteo Zignani, University of Milan (Italy)
- Sabrina Gaito, University of Milan (Italy)
10:10
Network Science Meets AI - poster spotlights
Organized by: Matteo Zignani, Fragkiskos D. Malliaros, Ingo Scholtes, Roberto Interdonato, Manuel Dileo
Organized by: Matteo Zignani, Fragkiskos D. Malliaros, Ingo Scholtes, Roberto Interdonato, Manuel Dileo
10:10
Hyperbolic representation learning in multi-layer tissue networks
- Domonkos Pogány, Budapest University of Technology and Economics, Department of Artificial Intelligence and Systems Engineering (Hungary)
- Péter Antal, Budapest University of Technology and Economics, Department of Measurement and Information Systems (Hungary)
10:11
Topology-Aware Activation Functions in Neural Networks
- Pavel Snopov, University of Texas Rio Grande Valley (USA)
- Oleg Musin, University of Texas Rio Grande Valley (USA)
10:12
Streaming Continual Learning: fast adaptation and knowledge consolidation in dynamic environment
Organized by: Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Barbara Hammer, Emanuele Della Valle, Davide Bacciu
Organized by: Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Barbara Hammer, Emanuele Della Valle, Davide Bacciu
10:12
Don't drift away: Advances and Applications of Streaming and Continual Learning
- Andrea Cossu, University of Pisa (Italy)
- Davide Bacciu, University of Pisa (Italy)
- Alessio Bernardo, Politecnico di Milano (Italy)
- Emanuele Della Valle, Politecnico di Milano (Italy)
- Alexander Gepperth, University of Applied Sciences Fulda (Germany)
- Federico Giannini, Politecnico di Milano (Italy)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
- Giacomo Ziffer, Politecnico di Milano (Italy)
10:32
Compression-based $k$NN for Class Incremental Continual Learning
- Valerie Vaquet, CITEC, Bielefeld University (Germany)
- Jonas Vaquet, CITEC, Bielefeld University (Germany)
- Fabian Hinder, Bielefeld University (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
10:52
Stability of State and Costate Dynamics in Continuous Time Recurrent Neural Networks
- Alessandro Betti, The IMT School for Advanced Studies Lucca (Italy)
- Marco Gori, DIISM, University of Siena (Italy)
- Stefano Melacci, University of Siena (Italy)
11:12
Streaming Continual Learning: fast adaptation and knowledge consolidation in dynamic environment - poster spotlights
Organized by: Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Barbara Hammer, Emanuele Della Valle, Davide Bacciu
Organized by: Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Barbara Hammer, Emanuele Della Valle, Davide Bacciu
11:12
Towards Streaming Land Use Classification of Images with Temporal Distribution Shifts
- Lorenzo Iovine, Politecnico di Milano (Italy)
- Giacomo Ziffer, Politecnico di Milano (Italy)
- Andrea Proia, Thales Alenia Space Italia (Italy)
- Emanuele Della Valle, Politecnico di Milano (Italy)
11:13
Linear Domain Adaptation for Robustness to Electrode Shifts
- Rui Liu, Bielefeld University (Germany)
- Benjamin Paassen, Bielefeld University (Germany)
11:14
Reducing the stability gap for continual learning at the edge with class balancing
- Wei Wei, University of Antwerp - imec, IDLab, Department of Computer Science (Belgium)
- Matthias Hutsebaut-Buysse, University of Antwerp - IDLab - imec (Belgium)
- Tom De Schepper, imec (Belgium)
- Kevin Mets, University of Antwerp - IDLab - imec (Belgium)
11:15
Replay-free Online Continual Learning with Self-Supervised MultiPatches
- Giacomo Cignoni, Dipartimento di Informatica, Università di Pisa (Italy)
- Andrea Cossu, University of Pisa (Italy)
- Alexandra Gómez Villa, Computer Vision Center, Universitat Autònoma de Barcelona (Spain)
- Joost van de Weijer, Computer Vision Center, Universitat Autònoma de Barcelona
- Antonio Carta, University of Pisa (Italy)
11:16
Reward Incremental Learning
- Yannick Denker, Hochschule Fulda, University of applied sciences (Germany)
- Alex Gepperth, University of Applied Sciences Fulda (Germany)
11:17
Continual Unlearning through Memory Suppression
- Alexander Krawczyk, University of Applied Sciences Fulda (Germany)
- Alex Gepperth, University of Applied Sciences Fulda (Germany)
11:18
Continual Contrastive Learning on Tabular Data with Out of Distribution
- achmad ginanjar, The University of Queensland (Australia )
- Xue Li, The University of Queensland (Australia)
- Priyanka Singh, The University of Queensland (Australia)
- Wen Hua, The Hong Kong Polytechnic University
11:19
Coffee break
11:40
Unsupervised learning and dimensionality reduction
11:40
Generative Kernel Spectral Clustering
- Sonny Achten, KU Leuven (Belgium)
- David Winant, KU Leuven (Belgium)
- Johan Suykens, KU Leuven (Belgium)
12:00
Can MDS rival with t-SNE by using the symmetric Kullback-Leibler divergence\\ across neighborhoods as a pseudo-distance?
- John Lee, UCLouvain (Belgium)
- Pierre Lambert, UCLouvain (Belgium)
- Edouard Couplet, UCLouvain (Belgique)
- Pierre Merveille, UCLouvain (Belgique)
- Ludovic Journaux, Institut Agro Dijon (France)
- Dounia Mulders, UCLouvain (Belgium)
- Cyril de Bodt, UCLouvain - ICTEAM (Belgium)
- Michel Verleysen, UCLouvain - ICTEAM institute (Belgium)
12:20
Adaptive Locally Aligned Ant Technique for Manifold Detection and Denoising
- Felipe Contreras, University of Groningen - Kapteyn Astronomical Institute (Colombia)
- Kerstin Bunte, University of Groningen (The Netherlands)
- Reynier Peletier, University of Groningen (The Netherlands)
12:40
Unsupervised learning and dimensionality reduction - poster spotlights
12:40
Explaining Outliers using Isolation Forest and Shapley Interactions
- Roel Visser, CITEC - Bielefeld University (Germany)
- Fabian Fumagalli, CITEC - Bielefeld University (Germany)
- Maximilian Muschalik, LMU Munich (Germany)
- Eyke Hüllermeier, LMU Munich (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
12:41
Do not get lost in projection: finding the right distance for meaningful UMAP embeddings
- Eva Blanco-Mallo, Universidade da Coruña (Spain)
- Verónica Bolón-Canedo, Universidade da Coruña (Spain)
- Beatriz Remeseiro, University of Oviedo (Spain)
12:42
Lunch
14:10
Image processing and deep learning
14:10
Machine Learning on Smartphone-Captured Diffraction Data
- Udo Seiffert, University of Magdeburg (Germany)
- Ashish Shivajirao Jadhav, University of Magdeburg (Germany)
- Andreas Backhaus, Compolytics GmbH (Germany)
14:30
Exoplanet detection in angular and spectral differential imaging with an accelerated proximal gradient algorithm
- Nicolas Mil-Homens Cavaco, UCLouvain (Belgique)
- Laurent Jacques, ICTEAM/UCLouvain (Belgium)
- Pierre-Antoine Absil, UCLouvain (Belgium)
14:50
Deciphering Barlow Twins: Redundancy Reduction is Insufficient and Normalization is Key
- Hans-Oliver Hansen, University of Lübeck, Institut for Neuro- and Bioinformatics (Germany)
- Marius Jahrens, University of Lübeck, Institute for Neuro- and Bioinformatics (Germany)
- Thomas Martinetz, Institute or Neuro- and Bioinformatics, University of Lübeck (Germany)
15:10
Benchmarking Data Augmentation for Contrastive Learning in Static Sign Language Recognition
- Ariel Basso Madjoukeng, University of Namur (Belgium)
- Jérôme Fink, University of Namur (Belgium)
- Pierre Poitier, University of Namur (Belgium)
- Bélise Kenmogne Edith, University of Dschang (Cameroun)
- Benoit Frénay, Université de Namur (Belgium)
15:30
JEPA for RL: Investigating Joint-Embedding Predictive Architectures for Reinforcement Learning
- Tristan Kenneweg, Univerisity of Bielefeld (Germany)
- Philip Kenneweg, University Bielefeld (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
15:50
A variational framework for local learning with probabilistic latent representations
- Cabrel Teguemne Fokam, CITEC - Bielefeld University (Germany)
- Khaleelulla Khan Nazeer, Technical University Dresden (DE)
- Christian Mayr, Technical University Dresden
- Anand Subramoney, Royal Holloway, University of London (United Kingdom)
- David Kappel, CITEC - Bielefeld University
16:10
Enhancing Image Classification in Quantum Computing: A Study on Preprocessing Techniques and Qubit Limitations
- Henrique Alves Barbosa, Universidade Federal de Minas Gerais (Brazil)
- Gustavo Augusto Pires, Universidade Federal de Minas Gerais (Brazil)
- Juliana Assis Alves, Universidade Federal de Minas Gerais (Brazil)
- Luiz Torres, Universidade Federal de Ouro Preto (Brazil)
- Janier Arias García, Universidade Federal de Minas Gerais (Brazil)
- Frederico Gualberto Ferreira Coelho, Universidade Federal de Minas Gerais (Brazil)
16:30
Image processing and deep learning - poster spotlights
16:30
Mask-Aware Cropping: Mitigating Mask Imbalance in Segmentation Tasks
- Robin Ghyselinck, Université de Namur (Belgium)
- Valentin Delchevalerie, University of Namur (Belgium)
- Benoit Frénay, Université de Namur (Belgium)
- Bruno Dumas, University of Namur (Belgium)
16:31
Improving Robustness of Defect Detection models using Adversarial-based Data Augmentation
- Daniel García, University of Oviedo (Spain)
- Aleix García, Universidad de Oviedo (Spain)
- Diego Garcia-Perez, University of Oviedo (SPAIN)
- Ignacio Diaz-Blanco, University of Oviedo (SPAIN)
16:32
Shallow convolution and attention-based models for micro-expression recognition
- Tanmay Verlekar, BITS Pilani, Goa campus (India)
- Prateek Upadhya
16:33
Solar Panel Segmentation on Aerial Images using Color and Elevation Information
- Gerrit Luimstra, University of Groningen (Netherlands)
- Kerstin Bunte, University of Groningen (Netherlands)
16:34
Leveraging Segmentation Maps to improve Skin Lesion Classification
- Simone Bonechi, University of Siena (Italy)
- Paolo Andreini, University of Siena (Italy)
- Fiamma Romagnoli, Institute of Informatics and Telematics, CNR (Italy)
16:35
Semantic Segmentation for Waterbody Extraction Using Superpixels and Convolutional Neural Networks Classifier
- Salim Iratni, UMMTO (Algeria)
- Ferhat Attal, UPEC (France)
- Yacine Amirat, UPEC (France)
- Abdelgahni chibani, UPEC (France)
- Moussa Diaf, UMMTO (Algeria)
16:36
A feedback-loop approach for galaxy physical properties estimation
- Davide Zago, University of Turin (Italy)
- Giovanni Bonetta, Bruno Kessler Foundation (Italy)
- Rossella Cancelliere, University of Turin (Italy)
- Mario Gai, National Institute for Astrophysics (INAF) (Italy)
16:37
Generalized Stochastic Pooling
- Francesco Landolfi, Huawei Technologies (Ireland) Co., Ltd (Ireland)
- Davide Bacciu, University of Pisa (Italy)
16:38
Hierarchical Residuals Exploit Brain-Inspired Compositionality
- Francisco M. López, Frankfurt Institute for Advanced Studies (Germany)
- Jochen Triesch, Frankfurt Institute for Advanced Studies and Goethe-Universität Frankfurt (Germany)
16:39
Comparison of convolutional neural networks approaches applied to the diagnosis of Alzheimer’s disease
- Leandro Coelho, Federal University of Parana (UFPR) (Brazil)
- Luiza Scapinello Aquino da Silva, Federal University of Parana (UFPR) (Brazil)
- Leonardo Alexandre de Geus, Pontifical Catholic University of Parana (UFPR) (Brazil)
- Viviana Cocco Mariani, Federal University of Parana (UFPR) (Brazil)
16:40
INAM: Image-Scale Neural Additive Models
- Jana Hüls, Otto-von-Guericke Universität Magdeburg (Deutschland )
- Jan-Ole Perschewski, Otto von Guericke University Magdeburg (Germany)
- Sebastian Stober, Otto von Guericke University Magdeburg (Germany)
16:41
Multi-View Graph Neural Network for Image Segmentation : Intermediate vs Late Fusion
- Elie Karam, Université d'Angers - LARIS Université Catholique de l'Ouest Université Libanaise - EDST (France)
- Nisrine JRAD, Université Catholique de l'Ouest - LARIS (France)
- Patty Coupeau, Université d'Angers - LARIS (France)
- Doron Tobiano, Université Catholique de l'Ouest - LARIS
- Jean-Baptiste Fasquel, Université d'Angers - LARIS (France)
- Fahed Abdallah, Université Libanaise - EDST Université de Lorraine - LCOMS
16:42
O-Net: a Brain Tumor segmentation architecture based on U-Net using alternated Pooling
- Omar EL BARRAJ, LARIS, University of Angers (France)
- Aya HAGE CHEHADE, LabISEN, Yncrea Ouest (France)
- Jean-Marie MARION, Université Catholique de l'Ouest - LARIS (France)
- Mohamad Oueidat, Lebanese University (Lebanon)
- Pierre Chauvet, Université Catholique de l'Ouest - LARIS (France)
- Nassib ABDALLAH, LaTIM, INSERM UMR 1101, University of Brest (France)
16:43
Poster exhibition
Thursday, 24.04.2025
09:00
Foundation and Generative Models for Graphs
Organized by: Davide Rigoni, Luca Pasa, Federico Errica, Daniele Zambon, Davide Bacciu, Stefano Moro
Organized by: Davide Rigoni, Luca Pasa, Federico Errica, Daniele Zambon, Davide Bacciu, Stefano Moro
09:00
Foundation and Generative Models for Graphs
- Davide Bacciu, University of Pisa (Italy)
- Federico Errica, NEC Laboratories Europe GmbH (Germany)
- Stefano Moro, University of Padova (Italy)
- Luca Pasa, University of Padova (Italy)
- Davide Rigoni, University of Padova (Italy)
- Daniele Zambon, The Swiss AI Lab IDSIA (Switzerland)
09:20
D4: Distance Diffusion for a Truly Equivariant Molecular Design
- Samuel Cognolato, University of Padua, Fondazione Bruno Kessler (FBK) (Italy)
- Davide Rigoni, University of Padova (Italy)
- Marco Ballarini, University of Padova (Italy)
- Luciano Serafini, Fondazione Bruno Kessler (FBK) (Italy)
- Stefano Moro, University of Padova (Italy)
- Alessandro Sperduti, University of Padua (Italy)
09:40
Encoding Graph Topology with Randomized Ising Models
- Domenico Tortorella, University of Pisa (Italy)
- Antonio Brau, University of Pisa (Italy)
- Alessio Micheli, Università di Pisa (Italy)
10:00
Robustness in Protein-Protein Interaction Networks: A Link Prediction Approach
- Alessandro Dipalma, University of Pisa (Italy)
- Domenico Tortorella, University of Pisa (Italy)
- Alessio Micheli, Università di Pisa (Italy)
10:20
3-WL GNNs for Metric Learning on Graphs
- Aldo Moscatelli, LITIS Lab Université Rouen Normandie France (France)
- Maxime Berar, LITIS Lab, Université Rouen Normandie (France)
- Pierre Héroux, LITIS Lab Université Rouen Normandie France (France)
- Florian Yger, LITIS - INSA Rouen Normandie (France)
- Sebastien Adam, LITIS Lab Université Rouen Normandie France (France)
10:40
Foundation and Generative Models for Graphs - poster spotlights
Organized by: Davide Rigoni, Luca Pasa, Federico Errica, Daniele Zambon, Davide Bacciu, Stefano Moro
Organized by: Davide Rigoni, Luca Pasa, Federico Errica, Daniele Zambon, Davide Bacciu, Stefano Moro
10:40
Towards Efficient Molecular Property Optimization with Graph Energy Based Models
- Luca Miglior, University of Pisa (Italy)
- Lorenzo Simone, Università di Pisa (Italy)
- Marco Podda, Università di Pisa (Italy)
- Davide Bacciu, University of Pisa (Italy)
10:41
Coffee break
11:00
Machine learning and applied Artificial Intelligence in cognitive sciences and psychology
Organized by: Caroline König, Alfredo Vellido, Steffen Moritz, Susana Ochoa Güerre
Organized by: Caroline König, Alfredo Vellido, Steffen Moritz, Susana Ochoa Güerre
11:00
Machine Learning and applied Artificial Intelligence in cognitive sciences and pyschology: a tutorial
- Caroline König, Universitat Politècnica de Catalunya (Spain)
- Alfredo Vellido, Universitat Politècnica de Catalunya (UPC BarcelonaTech) (España)
11:20
Introducing Intrinsic Motivation in Elastic Decision Transformers
- Leonardo Guiducci, DISPOC, Unisi (Italy)
- Giovanna Maria Dimitri, Università degli Studi di Siena (italy)
- Giulia Palma , DISPOC, Unisi (Italy)
- Antonio Rizzo, DISPOC, Unisi (Italy)
11:40
Direct versus intermediate multi-task transfer learning for dementia detection from unstructured conversations
- Dan Kumpik , University of Bristol (United Kingdom)
- Yoav Ben-Shlomo, University of Bristol (United Kingdom)
- Elizabeth Coulthard, University of Bristol (United Kingdom)
- Alexander Hepburn, University of Bristol (United Kingdom)
- Raul Santos-Rodriguez, University of Bristol (United Kingdom)
12:00
Machine learning and applied Artificial Intelligence in cognitive sciences and psychology - poster spotlights
Organized by: Caroline König, Alfredo Vellido, Steffen Moritz, Susana Ochoa Güerre
Organized by: Caroline König, Alfredo Vellido, Steffen Moritz, Susana Ochoa Güerre
12:00
The Regulatory Character of Boredom in AI - Towards a Self-Regulating System based on Spiking Neural Networks
- Patrick Schoefer, Department of Neuromorphic Information Processing, Leipzig University (Germany)
- James Danckert, Department of Psychology, University of Waterloo (Canada)
- Peter Stadler, Department of Bioinformatics, Leipzig University (Germany)
- Martin Bogdan, Leipzig University (Germany)
12:01
Altered emotion recognition from psychiatric patient profiles using Machine Learning
- Pedro Jesús Copado, Universitat Politècnica de Catalunya (Spain)
- Martha Ivon Cardenas, Universitat Politècnica de Catalunya (Spain)
- Alfredo Vellido, Universitat Politècnica de Catalunya (UPC BarcelonaTech) (España)
- Caroline König, Universitat Politècnica de Catalunya (Spain)
12:02
Explainable deep learning reveals a behavioral strategy underlying human decisions in a spatial navigation task
- Youri MARQUISE, Institut de la vision, Sorbonne Université (France)
12:03
Sleep Staging with Gradient Boosting and DWT-PSD Features from EEG/EOG Signals
- Luis Alfredo Moctezuma Pascual, University of Tsukuba (Japan)
- Yoko Suzuki, University of Tsukuba (Japan)
- Junya Furuki, University of Tsukuba (Japan)
- Marta Molinas, Norwegian University of Science and Technology (Norway)
- Takashi Abe, University of Tsukuba (Japan)
12:04
Multimodal Explainable Automated Diagnosis of Autistic Spectrum Disorder
- Meryem Ben Yahia, Université Jean-monnet (Austria)
- Moncef Garouani, IRIT, UMR 5505 CNRS, Université Toulouse Capitole, Toulouse, France (France)
- Julien Aligon, IRIT, UMR 5505 CNRS, Université Toulouse Capitole, Toulouse, France (France)
12:05
Screening Dyslexia for English: Impact of Heterogeneity in Demographic Variables
- Enrique Romero, Univesitat Politècnica de Catalunya (Spain)
- Luz Rello, IE University (Spain)
12:06
Reinforcement learning
12:06
TEA: Trajectory Encoding Augmentation for Robust and Transferable Policies in Offline Reinforcement Learning
- Batıkan Bora Ormancı, Siemens AG/ TU Munich (Germany)
- Phillip Swazinna, Siemens Technology (Germany)
- Steffen Udluft, Siemens Technology (Germany)
- Thomas Runkler, Siemens AG/ TU Munich (Germany)
12:26
Reinforcement learning - poster spotlights
12:26
Robust Evolutionary Multi-Objective Neural Architecture Search for Reinforcement Learning (EMNAS-RL)
- Nihal Acharya Adde, Volkswagen AG, TU Berlin (Germany)
- Alexandra Gianzina, Volkswagen AG (Germany)
- Hanno Gottschalk, TU Berlin (Germany)
- Andreas Ebert, Volkswagen AG (Germany)
12:27
Is Q-learning an Ill-posed Problem?
- Philipp Wissmann, Siemens AG (Deutschland)
- Daniel Hein, Siemens AG (Germany)
- Steffen Udluft, Siemens Technology (Germany)
- Thomas Runkler, Siemens AG/ TU Munich (Germany)
12:28
Reinforcement learning-based control system for biogas plants in laboratory scale
- Alberto Meola, DBFZ Deutsches Biomasseforschungszentrum gGmbH (Germany)
- Sören Weinrich, Münster University of Applied Sciences (Germany)
- Oliver Kiefner, DBFZ Deutsches Biomasseforschungszentrum gGmbH (Germany)
- Félix Delory, DBFZ Deutsches Biomasseforschungszentrum gGmbH (Germany)
12:29
Data-Density guided Reinforcement Learning
- Leon Lantz, Ludwig-Maximilians-University Munich (Germany)
- Maximilian Schieder, Ludwig-Maximilians-University Munich (Germany)
- Michel Tokic, Siemens AG / LMU Munich (Germany)
12:30
Lunch
14:00
Classification and statistical learning
14:00
Reconciling Grokking with Statistical Learning Theory
- Luca Oneto, University of Genoa (Italy)
- Sandro Ridella, University of Genoa (Italy)
- Andrea Coraddu, Delft University of Technology (Netherlands)
- Davide Anguita, DIBRIS - University of Genova (Italy)
14:20
Coherence-based Sample Selection for Class-incremental Learning
- Andrea Daou, DATAHERTZ (France)
- Jean-Baptiste Pothin, DATAHERTZ (France)
- Paul Honeine, LITIS Lab, Université de Rouen Normandie (France)
- Abdelaziz Bensrhair, Univ Rouen Normandie, INSA Rouen Normandie, Université Le Havre Normandie, Normandie Univ, LITIS UR 4108 (France)
14:40
Hierarchical decomposition through "Mental Images" evaluation
- Gianluca Coda, CNR (Italy)
- Massimo De Gregorio, CNR (Italy)
- Antonio Sorgente, CNR (Italy)
- Paolo Vanacore, CNR (Italy)
15:00
Investigating the Impact of Imbalanced Medical Data on the Performance of Self-Supervised Learning Approaches
- Manuel Laufer, Institute for Neuro- and Bioinformatics, University of Lübeck (Germany)
- Felicitas Brokmann, Institute for Neuro- and Bioinformatics, University of Lübeck (Germany)
- Dominik Mairhöfer, Institute for Neuro- and Bioinformatics, University of Lübeck (Germany)
- Erhardt Barth, Institute for Neuro- and Bioinformatics, University of Lübeck (Germany)
- Thomas Martinetz, Institute or Neuro- and Bioinformatics, University of Lübeck (Germany)
15:20
Towards Learning Vector Quantization in the Setting of Homomorphic Encryption
- Thomas Davies, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
- Ronny Schubert, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Deutschland)
- Mandy Lange-Geisler , University of Applied Sciences Mittweida (germany )
- Klaus Dohmen, University of Applied Sciences Mittweida (Germany)
- Thomas Villmann, Mittweida University of Applied Sciences, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
15:40
Integrating Class Relation Knowledge in Probabilistic Learning Vector Quantization
- Marika Kaden, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
- Ronny Schubert, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Deutschland)
- Tina Geweniger, Westsächsische Hochschule Zwickau (Germany)
- Wieland Hermann, SRO AG Spital - Neurologie (Switzerland)
- Thomas Villmann, Mittweida University of Applied Sciences, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
16:00
Mitigating the Bias in Data for Fairness Using an Advanced Generalized Learning Vector Quantization Approach -- FA(IR)$^2$MA-GLVQ
- Marika Kaden, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
- Alexander Engelsberger, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Deutschland)
- Ronny Schubert, University of Applied Sciences Mittweida, Saxon Institute for Computational Intelligence and Machine Learning (Deutschland)
- Sofie Lövdal, University Medical Center Groningen (UMCG), Department of Nuclear Medicine and Molecular Imaging Hanzeplein 1, 9713 GZ Groningen -The Netherlands (The Netherlands)
- Elina van den Brandhof, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, The Netherlands (The Netherlands)
- Michael Biehl, University of Groningen, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence (The Netherlands)
- Thomas Villmann, Mittweida University of Applied Sciences, Saxon Institute for Computational Intelligence and Machine Learning (Germany)
16:20
Classification and statistical learning - poster spotlights
16:20
Multiclass Adaptive Subspace Learning
- Peter Preinesberger, Technical University of Applied Sciences Würzburg-Schweinfurt (Germany)
- Maximilian Münch, Technische Hochschule Würzburg-Schweinfurt, Center for Artificial Intelligence and Robotics (Germany)
- Frank-Michael Schleif, Technical University of Applied Sciences Würzburg-Schweinfurt (Germany)
16:21
Ranking the scores of algorithms with confidence
- Adrien Foucart, Université Libre de Bruxelles (Belgium)
- Arthur Elskens, Université Libre de Bruxelles (Belgium)
- Christine Decaestecker, Université Libre de Bruxelles (Belgium)
16:22
The Role of the Learning Rate in Layered Neural Networks with ReLU Activation Function
- Otavio Citton, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen (The Netherlands)
- Frederieke Richert, University of Groningen (The Netherlands)
- Michael Biehl, University of Groningen, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence (The Netherlands)
16:23
Growth strategies for arbitrary DAG neural architectures
- Stella Douka, Inria ~ Universite Paris-Saclay (France)
- Verbockhaven Verbockhaven, INRIA (FR)
- Théo Rudkiewicz, INRIA, Université Paris-Saclay (France)
- Stéphane Rivaud, INRIA Saclay (France)
- François P. Landes, INRIA - Université Paris-Saclay (France)
- Sylvain Chevallier, LISN - Université Paris-Saclay (France)
- Guillaume Charpiat, INRIA (France)
16:24
Making Convolutional Neural Networks Energy-Efficient: An Introduction
- Noémie Draguet, University of Namur (Belgium)
- Benoit Frénay, Université de Namur (Belgium)
16:25
Membership Inference Attack in Random Forests
- Fatemeh Akbarian, Lund University (Sweden)
- Amir Aminifar, Lund University (Sweden)
16:26
A new approach to multilayer SVMs
- Lluis Belanche, Universitat Politècnica de Catalunya (Catalonia, Spain)
16:27
Enhancing Computer Vision with Knowledge: a Rummikub Case Study
- Simon Vandevelde, KU Leuven (Belgium)
- Laurent Mertens, KU Leuven
- Sverre Lauwers, KU Leuven (Belgium)
- Joost Vennekens, KU Leuven (Belgium)
16:28
Evolutionary Fault Localization Based on the Diversity of Suspiciousness Values
- Willian Ferreira, Universidade Federal de Goias (UFG) - Instituto de Informatica (INF) (Brazil)
- Plinio S. Leitao-Junior, Universidade Federal de Goiás (UFG) - Instituto de Informática (INF) (Brazil)
- Deuslirio Silva-Junior, Universidade Federal de Goias (UFG) - Instituto de Informatica (INF) (Brazil)
- Rachel Harrison, Oxford Brookes University - School of Engineering, Computing and Maths (United Kingdom)
16:29
Proactive Privacy Risk Assessment for Android Applications: A Machine Learning Based-Approach
- Narjes Doggaz, Faculty of Sciences of Tunis (Tunisia)
- Aissa Trad, Faculty of Sciences of Tunis (Tunisia)
- Hella Kaffel Ben Ayed, Faculty of Sciences of Tunis (Tunisia)
16:30
Time series - poster spotlights
16:30
A Model of Memristive Nanowire Neuron for Recurrent Neural Networks
- Veronica Pistolesi, University of Pisa (Italy)
- Andrea Ceni, University of Pisa (Italy)
- Gianluca Milano, Istituto nazionale di ricerca metrologica (INRiM) (Italy)
- Carlo Ricciardi, Politecnico di Torino (Italy)
- Claudio Gallicchio, University of Pisa (Italy)
16:31
Performance monitoring and wear comprehension through Neural Network
- Thomas Binet, LIPN (Sorbonne Paris Nord) and Safran Aircraft Engines (France)
- Hanane Azzag, LIPN UMR CNRS 7030, Sorbonne Paris Nord University (USPN) (France)
- Mustapha Lebbah, Université Paris-Saclay - UVSQ Versailles Campus (France)
- Jérôme Lacaille, Datalab, Safran Aircraft Engines (France)
16:32
On Domain Generalization for Human Activity Recognition with Mix-Based Methods
- Otávio Napoli, UNICAMP (Brazil)
- Edson Borin, UNICAMP - Institute of Computing (Brazil)
16:33
Investigating four deep learning approaches as candidates for unified models in time series forecasting and event prediction: application in anesthesia training
- Quentin Victor, Nantes University (France)
- Ianis Clavier, Nantes University (France)
- Hugo Boisaubert, Nantes University (FRANCE)
- Fabien Picarougne, Nantes University (France)
- Corinne Lejus-Bourdeau, Nantes University Hospital (France)
- Christine Sinoquet, Nantes Digital Science Laboratory (LS2N / UMR CNRS 6004) Nantes University (France)
16:34
Generate Polyphonic Music with Multivariate Masked Autoregressive Flow
- Massimiliano Sirgiovanni, University of Florence (Italia)
- Daniele Castellana, University of Florence (Italy)
16:35
Poster exhibition
Friday, 25.04.2025
09:00
Quantum, Quantum Inspired and Hybrid Machine Learning
Organized by: Hans-Martin Rieser, Markus Lange, M. Lautaro Hickmann
Organized by: Hans-Martin Rieser, Markus Lange, M. Lautaro Hickmann
09:00
Enhancing Machine Learning with Quantum Methods
- M. Lautaro Hickmann, Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) - Institut für KI-Sicherheit (Germany)
- Markus Lange, Institute for AI-Safety and Security German Aerospace Center (DLR) (Germany)
- Hans-Martin Rieser, Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) - Institut für KI-Sicherheit (Germany)
09:20
Quantum Annealing based Feature Selection
- Daniel Pranjic, Fraunhofer IAO (DE)
- Bharadwaj Chowdary Mummaneni, Fraunhofer IAO (DE)
- Christian Tutschku, Fraunhofer IAO (DE)
09:40
Quantum, Quantum Inspired and Hybrid Machine Learning - poster spotlights
Organized by: Hans-Martin Rieser, Markus Lange, M. Lautaro Hickmann
Organized by: Hans-Martin Rieser, Markus Lange, M. Lautaro Hickmann
09:40
Encoding hyperspectral data with low-bond dimension quantum tensor networks
- Fabian Fischbach, German Aerospace Center (DLR) - Institute for AI Safety and Security (Germany)
- Hans-Martin Rieser, Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) - Institut für KI-Sicherheit (Germany)
- Oliver Sefrin, German Aerospace Center (DLR) - Institute of Quantum Technologies (Germany)
09:41
CompactifAI: Extreme Compression of Large Language Models using Quantum-Inspired Tensor Networks
- Saeed Jahromi
- Uygar Kurt, MVC (Spain)
- Sukhi Singh
- David Montero, Multiverse Computing (Spain)
- Borja Aizpurua Altuna, Multiverse Computing (Spain)
- Román Orús Lacort, Multiverse Computing (Spain)
09:42
Quantum Tensor Network Learning with DMRG
- Gustav Jäger, Deutsches Zentrum für Luft- und Raumfahrt e.V. Institut für KI-Sicherheit (Germany)
- Martin B. Plenio, Universität Ulm – Institut für Theoretische Physik and IQST (Germany)
- Hans-Martin Rieser, Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) - Institut für KI-Sicherheit (Germany)
09:43
Expressivity vs. Generalization in Quantum Kernel Methods
- Markus Gross, Institute for AI Safety and Security German Aerospace Center (DLR e.V.) (Germany)
- Markus Lange, Institute for AI-Safety and Security German Aerospace Center (DLR) (Germany)
- Bogusz Bujnowski, Institute for AI-Safety and Security German Aerospace Center (DLR) (Germany)
- Hans-Martin Rieser, Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR) - Institut für KI-Sicherheit (Germany)
09:44
Domain adaptation and federated learning
09:44
Adversarial Attacks for Drift Detection
- Fabian Hinder, Bielefeld University (Germany)
- Valerie Vaquet, CITEC, Bielefeld University (Germany)
- Barbara Hammer, Cognitive Interaction Technology (CITEC), Bielefeld University (Germany)
10:04
Conceptualizing Concept Drift
- Isaac Roberts, Bielefeld University - Faculty of Technology (Germany)
- Fabian Hinder, Bielefeld University (Germany)
- Valerie Vaquet, CITEC, Bielefeld University (Germany)
- Alexander Schulz, Bielefeld University (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
10:24
RAM: Retrieval Augmented Modelling for Tabular In-Context Few-Shot Domain Adaptation
- Oleh Kostromin, Software Competence Center Hagenberg (Austria)
- Felix Kossak, Software Competence Center Hagenberg (Austria)
- Michael Zwick, Software Competence Center Hagenberg (Austria)
10:44
Domain adaptation and federated learning - poster spotlights
10:44
Resource-Aware Cooperation in Federated Learning
- Manuel Röder, Technical University of Applied Sciences Würzburg-Schweinfurt (Germany)
- Fabian Geiger, JMU Würzburg, Faculty of Business Management and Economics (Germany)
- Frank-Michael Schleif, Technical University of Applied Sciences Würzburg-Schweinfurt (Germany)
10:45
SecureBFL: a Blockchain-enhanced federated learning architecture with MPC
- Tanguy Vansnick, University of Mons (Belgique)
- Leandro Collier, CETIC (Belgique)
- Saïd Mahmoudi, UMONS (Belgium)
10:46
Coffre break
11:05
Explainable AI and representation learning
11:05
Implicit Neural Decision Trees
- Francesco Spinnato, University of Pisa (Italy)
- Antonio Mastropietro, University of Pisa (Italy)
- Riccardo Guidotti, University of Pisa (Italia)
11:25
Encoding Higher-Order Logic in Spatio-Temporal Hypergraphs for Neuro-Symbolic Learning
- Bikram Pratim BHUYAN, LISV Laboratory, Université Paris-Saclay (France)
- Amylia AIT SAADI, LISV Laboratory, Université Paris-Saclay (France)
- Amar RAMDANE-CHERIF, LISV Laboratory, Université Paris-Saclay (France)
11:45
Project-Specific Code Summarization with Meta-Learning and Explainability Techniques
- Quang-Huy Nguyen, Faculty of Information Technology, University of Science, Vietnam National University Ho Chi Minh City, Vietnam (Vietnam)
- Hoai-Phong Le, Faculty of Information Technology, University of Science, Vietnam National University Ho Chi Minh City, Vietnam (Vietnam)
- Bac Le, Faculty of Information Technology, University of Science, Ho Chi Minh City, Vietnam Vietnam National University, Ho Chi Minh City, Vietnam (Vietnam)
12:05
Explainable AI and representation learning - poster spotlights
12:05
Trajectory-Embedded Matryoshka Representation Learning for Enhanced Similarity Analysis
- Federico Pennino, Università di Bologna (Italia)
- Andrea Gurioli, Università di Bologna (Italy)
- Maurizio Gabbrielli, Università di Bologna (Italy)
12:06
Encoding Matters: Impact of Categorical Variable Encoding on Performance and Bias
- Daniel Kopp, ChaLearn (United States of America)
- Benjamin Maudet, Université Paris-Saclay (France)
- Lisheng Sun-Hosoya, Université Paris-Saclay (France)
- Kristin Bennett, Rensselaer Polytechnic Institute (United States)
12:07
Explainable ensemble learning for structural damage prediction under seismic events
- Michele Baldassini, Department of Information Engineering - University of Pisa (Italy)
- Pierfrancesco Foglia, Department of Information Engineering - University of Pisa (Italy)
- Beatrice Lazzerini, Department of Information Engineering - University of Pisa (Italy)
- Francesco Pistolesi, Department of Information Engineering - University of Pisa (Italy)
- Cosimo Antonio Prete, Department of Information Engineering - University of Pisa (Italy)
12:08
Interpretable machine learning for the diagnosis of hyperkinetic movement disorders
- Elina van den Brandhof, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence, University of Groningen, Groningen, The Netherlands (The Netherlands)
- Jan W.J. Elting, University Medical Center Groningen (UMCG), Department of Neurology, Groningen, The Netherlands (The Netherlands)
- Inge Tuitert, University Medical Center Groningen (UMCG), Department of Neurology, Groningen, The Netherlands (The Netherlands)
- A.M. Madelein van der Stouwe, University Medical Center Groningen (UMCG), Department of Neurology, Groningen, The Netherlands
- Jelle R. Dalenberg, University Medical Center Groningen (UMCG), Department of Neurology, Groningen, The Netherlands (The Netherlands)
- Marina A.J. Tijssen, University Medical Center Groningen (UMCG), Department of Neurology, Groningen, The Netherlands (The Netherlands)
- Michael Biehl, University of Groningen, Bernoulli Institute for Mathematics, Computer Science and Artificial Intelligence (The Netherlands)
12:09
Generating Synthetic Spectral Data using Conditional DDPM
- Fabian Kubiczek, University of Applied Sciences and Arts Dortmund (Germany)
- Stefan Patzke, University of Applied Sciences and Arts Dortmund (Germany)
- Jörg Thiem, University of Applied Sciences and Arts Dortmund (Germany)
12:10
Lunch
13:40
Natural language processing
13:40
Isotropy Matters: Soft-ZCA Whitening of Embeddings for Semantic Code Search
- Andor Diera, Ulm University (Germany)
- Lukas Galke, University of Southern Denmark (Denmark)
- Ansgar Scherp, Ulm University (Germany)
14:00
Natural language processing - poster spotlights
14:00
Open-Vocabulary Robotic Object Manipulation using Foundation Models
- Stig Griebenow, University of Hamburg (Germany)
- Ozan Özdemir, University of Hamburg, Dept. of Informatics, WTM (Germany)
- Cornelius Weber, University of Hamburg, Dept. of Informatics, WTM (Germany)
- Stefan Wermter, University of Hamburg, Dept. of Informatics, WTM (Germany)
14:01
Improving Privacy Benefits of Redaction
- Vaibhav Gusain, Trinity College Dublin (Ireland)
- Douglas Leith, Trinity College Dublin (Ireland)
14:02
Early Prediction of Dynamic Sparsity in Large Language Models
- Reza Sedghi, Institut für Neuroinformatik, Ruhr-Universität Bochum (Germany)
- Amit Kumar Pal, Ruhr-Universität Bochum (Germany)
- Anand Subramoney, Royal Holloway, University of London (United Kingdom)
- David Kappel, Institut für Neuroinformatik, Ruhr-Universität Bochum (Germany)
14:03
Unlocking Structured Thinking in Language Models with Cognitive Prompting
- Oliver Kramer, University of Oldenburg (Germany)
- Jill Baumann, University of Oldenburg (Germany)
14:04
Comparing Modern LLM Quantization Methods Across Natural Languages
- Maksym Iakovenko, University of Mons (Belgium)
- Stéphane Dupont, MAIA Artificial Intelligence Lab, Faculty of Science, University of Mons (Belgium)
14:05
Evaluating Concept Discovery Methods for Sensitive Attributes in Language Models
- Sarah Schröder, Bielefeld University (Germany)
- Alexander Schulz, Bielefeld University (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
14:06
Evaluating Text Representations Techniques for Hypernymy Detection: The Case of Arabic Language
- Randah Alharbi, King Fahd University of Petroleum and Minerals (Saudi Arabia)
- Husni Al-Muhtaseb, King Fahd University of Petroleum and Minerals (Saudi Arabia)
14:07
Dynamical systems and recurrent learning
14:07
Towards Adaptive and Stable Compositional Assemblies of Recurrent Neural Network Modules
- Valerio De Caro, University of Pisa (Italy)
- Andrea Ceni, University of Pisa (Italy)
- Davide Bacciu, University of Pisa (Italy)
- Claudio Gallicchio, University of Pisa (Italy)
14:27
Solving Turbulent Rayleigh-Bénard Convection using Fourier Neural Operators
- Michiel Straat, Bielefeld University (Germany)
- Thorben Markmann, Bielefeld University (Germany)
- Barbara Hammer, CITEC - Bielefeld University (Germany)
14:47
Predictive Coding Dynamics Enhance Model-Brain Similarity
- Manshan Guo, Goethe universität Frankfurt, Freie universität Berlin (Germany)
- Michael Samjatin
- Bhavin Choksi, Goëthe Universität (Germany)
- sari sadiya, goethe universit frankfurt (Germany)
- Radoslaw Cichy
- Gemma Roig
15:07
Efficient Training of Neural SDEs Using Stochastic Optimal Control
- Rembert Daems, Ghent University (Belgium)
- Manfred Opper
- Guillaume Crevecoeur
- Tolga Birdal, Imperial College London (United Kingdom)
15:27
Dynamical systems and recurrent learning - poster spotlights
15:27
The Reinforced Liquid State Machine: A New Training Architecture for Spiking Neural Networks
- Dominik Krenzer, Leipzig University - Neuromorphic Information Processing (Germany)
- Martin Bogdan, Leipzig University (Germany)
15:28
Motif-augmented classical music synthesis via recurrent neural networks
- Alexandru-Ion Marinescu, Babes-Bolyai University (Romania)
15:29
Analysing the impact of brain-inspired predictive coding dynamics through gradient based explainability methods
- Bhavin Choksi, Goëthe Universität (Germany)
- Gionata Paolo Zalaffi, Sapienza University (Italy)
- Giovanna Maria Dimitri, Università degli Studi di Siena (italy)
- Gemma Roig, Goëthe Universität (Germany)
15:30
A Pipeline based on Differential Evolution for Tuning Parameters of Synaptic Dynamics Models
- Ferney Beltran-Velandia, Leipzig University (Germany)
- Nico Scherf, Max-Planck Institute for Human Cognitive and Brain Sciences (Germany)
- Martin Bogdan, Leipzig University (Germany)
15:31
Influence of function nodes on automated generation of routing policies with genetic programming
- Marko Đurasević, University of Zagreb Faculty of Electrical Engineering and Computing (Croatia)
- Francisco Javiel Gil Gala, University of Oviedo (Spain)
15:32
Towards metacognitive agents: integrating confidence in sequential decision-making
- Baptiste Pesquet, INRIA (France)
- Frédéric Alexandre, Inria Bordeaux Sud-Ouest, Talence, France; LaBRI, Universite de Bordeaux, Bordeaux INP, CNRS, UMR 5800, Talence, France; Institut des Maladies Neurodégénératives, CNRS, UMR 5293, Bordeaux, France (France)
15:33
Exploring Model Architectures for Real-Time Lung Sound Event Detection
- Michiel Jacobs, KU Leuven, UHasselt, Flanders Make (Belgium)
- Lode Vuegen, KU Leuven Campus Geel (Belgium)
- Tom Verresen, Ziekenhuis Oost-Limburg (Belgium)
- Marie Schouterden, Ziekenhuis Oost-Limburg (Belgium)
- David Ruttens, Ziekenhuis Oost-Limburg, UHasselt (Belgium)
- Peter Karsmakers, KU Leuven Campus Geel (Belgium)
15:34
Inferring Underwater Topography with Finite Volume Neural Networks
- Cosku Horuz, University of Lübeck (Germany)
- Matthias Karlbauer, University of Tübingen (Germany)
- Timothy Praditia
- Sergey Oladyshkin
- Wolfgang Nowak
- Sebastian Otte
15:35
Artificial Surrogate Model for Computational Fluid Dynamics
- Abdallah Alfaham, University of Antwerp - imec IDLab - Faculty of Applied Engineering (Belgium)
- Siegfried Mercelis, University of Antwerp - imec IDLab - Faculty of Applied Engineering (Belgium)
15:36
Poster exhibition
17:00
End of conference