Table of Contents

• Tutorial - Continual Learning beyond classificationAlexander Gepperth, Timothée Lesort. [doi]
• PCA improves the adversarial robustness of neural networksIstván Megyeri, Ammar Al-Najjar. [doi]
• Feature selection for transfer learning using particle swarm optimization and complexity measuresVerónica Bolón-Canedo, Guillermo Castillo García, Laura Morán-Fernández. [doi]
• Developmental Modular Reinforcement LearningJianyong Xue, Frédéric Alexandre. [doi]
• Constraint Guided Gradient Descent: Guided Training with Inequality ConstraintsQuinten Van Baelen, Peter Karsmakers. [doi]
• Deep Learning Approaches for mice glomeruli segmentationDuccio Meconcelli, Simone Bonechi, Giovanna Maria Dimitri. [doi]
• Simple Non Regressive Informed Machine Learning Model for Predictive Maintenance of Railway Critical AssetsLuca Oneto, Simone Minisi, Andrea Garrone, Renzo Canepa, Carlo Dambra, Davide Anguita. [doi]
• Semi-synthetic Data for Automatic Drone Shadow DetectionMohammed El Amine Mokhtari, Virginie Vandenbulcke, Sohaib Laraba, Matei Mancas, Elias Ennadifi, Mohamed Lamine Tazir, Bernard Gosselin. [doi]
• Orthogonality in Additive Echo State NetworksAndrea Ceni, Claudio Gallicchio. [doi]
• Do We Really Need a New Theory to Understand the Double-Descent?Luca Oneto, Sandro Ridella, Davide Anguita. [doi]
• Biased Edge Dropout in NIFTY for Fair Graph Representation LearningFederico Caldart, Luca Pasa, Luca Oneto, Alessandro Sperduti, Nicolò Navarin. [doi]
• Battery detection of XRay images using transfer learningNermeen Abou Baker, David Rohrschneider, Uwe Handmann. [doi]
• Federated Adaptation of Reservoirs via Intrinsic PlasticityValerio De Caro, Claudio Gallicchio, Davide Bacciu. [doi]
• Interactive visual analytics for medical data: application to COVID-19 clinical information during the first waveIgnacio Díaz Blanco, José M. Enguita, Diego García-Pérez, Maria Dolores Chiara-Romero, Nuria Valdés, Ana González-Muñiz, Abel Alberto Cuadrado Vega. [doi]
• Graph-Induced Geodesics Approximation for Non-Euclidian K-MeansHervé Frezza-Buet. [doi]
• Deep learning for Parkinson's disease symptom detection and severity evaluation using accelerometer signalTomasz Gutowski. [doi]
• Filtering participants improves generalization in competitions and benchmarksAdrien Pavão, Isabelle Guyon, Zhengying Liu. [doi]
• Wind power forecasting based on bagging extreme learning machine ensemble modelMatheus Henrique Dal Molin Ribeiro, Sinvaldo Rodrigues Moreno, Ramon Gomes da Silva, José Henrique Kleinübing Larcher, Cristiane Canton, Viviana Cocco Mariani, Leandro dos Santos Coelho. [doi]
• A Fast and Simple Evolution Strategy with Covariance Matrix EstimationOliver Kramer 0001. [doi]
• An empirical comparison of generators in replay-based continual learningNadzeya Dzemidovich, Alexander Gepperth. [doi]
• Federated learning vector quantization for dealing with drift between nodesJohannes Brinkrolf, Valerie Vaquet, Fabian Hinder, Patrick Menz, Udo Seiffert, Barbara Hammer. [doi]
• Detection and Localization of GAN Manipulated Multi-spectral Satellite ImagesLydia Abady, Giovanna Maria Dimitri, Mauro Barni. [doi]
• A bayesian variational principle for dynamic self organizing mapsAnthony Fillion, Thibaut Kulak, François Blayo. [doi]
• Gap filling in air temperature series by matrix completion methodsBenoît Loucheur, Pierre-Antoine Absil, Michel Journée. [doi]
• From hyperspectral to multispectral sensing - from simulation to reality: A comprehensive approach for calibration model transferPatrick Menz, Valerie Vaquet, Barbara Hammer, Udo Seiffert. [doi]
• Predicting Test Execution Times with Asymmetric Random ForestsFrancisco Pereira, Helio Silva, João Gomes 0002, Javam Machado. [doi]
• Improving Laplacian Pyramids Regression with Localization in Frequency and TimeNeta Rabin, Ben Hen, Ángela Fernández 0001. [doi]
• Diverse Memory for Experience Replay in Continual LearningAndrii Krutsylo, Pawel Morawiecki. [doi]
• High Accuracy and Low Regret for User-Cold-Start Using Latent BanditsDavid Young, Douglas J. Leith. [doi]
• A Machine Learning Approach for School Dropout Prediction in BrazilJoão Gabriel Corrêa Krüger, Jean Paul Barddal, Alceu de Souza Britto Jr.. [doi]
• Supervised dimensionality reduction technique accounting for soft classesSorina Mustatea, Michaël Aupetit 0001, Jaakko Peltonen, Sylvain Lespinats, Denys Dutykh. [doi]
• Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement LearningYi Zhao, Rinu Boney, Alexander Ilin, Juho Kannala, Joni Pajarinen. [doi]
• Efficient classification learning of biochemical structured data by means of relevance weighting for sensoric response featuresKatrin Sophie Bohnsack, Marika Kaden, Julius Voigt, Thomas Villmann. [doi]
• Distributive Thermometer: A New Unary Encoding for Weightless Neural NetworksAlan T. L. Bacellar, Zachary Susskind, Luis A. Q. Villon, Igor D. S. Miranda, Leandro Santiago de Araújo, Diego Leonel Cadette Dutra, Maurício Breternitz Jr., Lizy K. John, Priscila M. V. Lima, Felipe M. G. França. [doi]
• Machine learning for automated quality control in injection moulding manufacturingSteven Michiels, Cédric De Schryver, Lynn Houthuys, Frederik Vogeler, Frederik Desplentere. [doi]
• Continual Learning for Human State MonitoringFederico Matteoni, Andrea Cossu, Claudio Gallicchio, Vincenzo Lomonaco, Davide Bacciu. [doi]
• Improving Intensive Care Chest X-Ray Classification by Transfer Learning and Automatic Label GenerationHelen Schneider, David Biesner, Sebastian Nowak, Yannik C. Layer, Maike Theis, Wolfgang Block, Benjamin Wulff, Alois M. Sprinkart, Ulrike I. Attenberger, Rafet Sifa. [doi]
• Bayes Point Rule Set LearningMirko Polato, Fabio Aiolli, Luca Bergamin, Tommaso Carraro. [doi]
• Price direction prediction in financial markets, using Random Forest and AdaboostMohammadmahdi Ghahramani, Fabio Aiolli. [doi]
• Modular Representations for Weak DisentanglementAndrea Valenti, Davide Bacciu. [doi]
• Real-time capable Ensemble Estimation for 2D Object DetectionLukas Enderich, Simon Heming. [doi]
• Deep Semantic Segmentation Models in Computer VisionPaolo Andreini, Giovanna Maria Dimitri. [doi]
• Embedding-based next song recommendation for playlistsRaphaël Romero, Tijl De Bie. [doi]
• Recurrent Restricted Kernel Machines for Time-series ForecastingArun Pandey, Hannes De Meulemeester, Henri De Plaen, Bart De Moor, Johan A. K. Suykens. [doi]
• Data stream generation through real concept's interpolationJoanna Komorniczak, Pawel Ksieniewicz. [doi]
• Improving Zorro Explanations for Sparse Observations with Dense Proxy DataAndreas Mazur, André Artelt, Barbara Hammer. [doi]
• Reinforcement learning for constructing low density sign representations of Boolean functionsOytun Yapar, Erhan Öztop. [doi]
• A WiSARD-based conditional branch predictorLuis A. Q. Villon, Zachary Susskind, Alan T. L. Bacellar, Igor D. S. Miranda, Leandro Santiago de Araújo, Priscila M. V. Lima, Maurício Breternitz Jr., Lizy K. John, Felipe M. G. França, Diego Leonel Cadette Dutra. [doi]
• Contrasting Explanation of Concept DriftFabian Hinder, André Artelt, Valerie Vaquet, Barbara Hammer. [doi]
• Anomaly detection and representation learning in an instrumented railway bridgeYacine Bel-Hadj, Wout Weijtjens, Francisco de Nolasco Santos. [doi]
• Minkowski logarithmic error: A physics-informed neural network approach for wind turbine lifetime assessmentFrancisco de Nolasco Santos, Pietro D'Antuono, Nymfa Noppe, Wout Weijtjens, Christof Devriendt. [doi]
• ROP inception: signal estimation with quadratic random sketchingRémi Delogne, Vincent Schellekens, Laurent Jacques. [doi]
• Dynamics-aware Representation Learning via Multivariate Time Series TransformersMichael Potter, Ilkay Yildiz Potter, Octavia I. Camps, Mario Sznaier. [doi]
• A Deep Learning approach for oocytes segmentation and analysisPaolo Andreini, Niccolò Pancino, Filippo Costanti, Gabriele Eusepi, Barbara Toniella Corradini. [doi]
• Deep latent position model for node clustering in graphsDingge Liang, Marco Corneli, Charles Bouveyron, Pierre Latouche. [doi]
• Tutorial - Machine Learning and Information Theoretic Methods for Molecular Biology and MedicineThomas Villmann, Jonas S. Almeida, Lee John, Susana Vinga. [doi]
• Attention-based Ingredient Phrase ParserZhengxiang Shi, Pin Ni, Meihui Wang, To Eun Kim, Aldo Lipani. [doi]
• Deep Semantic Segmentation in Skin DetectionDaniela Cuza, Andrea Loreggia, Alessandra Lumini, Loris Nanni. [doi]
• Challenges in anomaly and change point detectionMadalina Olteanu, Fabrice Rossi, Florian Yger. [doi]
• Feature Compression Using Dynamic Switches in Multi-split CNNsSuresh Kirthi Kumaraswamy, Alexey Ozerov, Ngoc Q. K. Duong, Anne Lambert, François Schnitzler, Patrick Fontaine. [doi]
• Classification of preclinical markers in Alzheimer's disease via WiSARD classifierMassimo De Gregorio, Alfonso Di Costanzo, Andrea Motta, Debora Paris, Antonio Sorgente. [doi]
• Deep networks with ReLU activation functions can be smooth statistical modelsJoseph Rynkiewicz. [doi]
• Pruning Weightless Neural NetworksZachary Susskind, Alan T. L. Bacellar, Aman Arora, Luis A. Q. Villon, Renan Mendanha, Leandro Santiago de Araújo, Diego Leonel Cadette Dutra, Priscila M. V. Lima, Felipe M. G. França, Igor D. S. Miranda, Maurício Breternitz Jr., Lizy K. John. [doi]
• Size Scaling in Self-Play Reinforcement LearningOren Neumann, Claudius Gros. [doi]
• Graph Neural Networks for Propositional Model CountingGaia Saveri. [doi]
• Adaptive Gabor Filters for Interpretable Color Texture ClassificationGerrit Luimstra, Kerstin Bunte. [doi]
• Towards Better Transition Modeling in Recurrent Neural Networks: the Case of Sign Language TokenizationPierre Poitier, Jérôme Fink, Benoît Frénay. [doi]
• 1D vs 2D convolutional neural networks for scalp high frequency oscillations identificationGaëlle Milon-Harnois, Nisrine Jrad, Daniel Schang, Patrick Van Bogaert, Pierre Chauvet. [doi]
• Revisiting Edge Pooling in Graph Neural NetworksFrancesco Landolfi. [doi]
• Deep Learning for GraphsDavide Bacciu, Federico Errica, Nicolò Navarin, Luca Pasa, Daniele Zambon. [doi]
• Beyond Homophily with Graph Echo State NetworksDomenico Tortorella, Alessio Micheli. [doi]
• Appearance-Context aware Axial Attention for Fashion Landmark DetectionNikhil Kilari, Gaurab Bhattacharya, K. Pavan Kumar Reddy, Jayavardhana Gubbi, Arpan Pal 0001. [doi]
• Neural-network-based estimation of normal distributions in black-box optimizationJirí Tumpach, Jan Koza, Martin Holena. [doi]
• Input Routed Echo State NetworksLuca Argentieri, Claudio Gallicchio, Alessio Micheli. [doi]
• The role of feature selection in personalized recommender systemsRoger Bagué-Masanés, Verónica Bolón-Canedo, Beatriz Remeseiro. [doi]
• Neural Architecture Search for Sentence Classification with BERTPhilip Kenneweg, Sarah Schröder, Barbara Hammer. [doi]
• Deep Convolutional Neural Networks with Sequentially Semiseparable Weight MatricesMatthias Kissel, Klaus Diepold. [doi]
• Sliced-Wasserstein normalizing flows: beyond maximum likelihood trainingFlorentin Coeurdoux, Nicolas Dobigeon, Pierre Chainais. [doi]
• Lightening CNN architectures by regularization driven weights' pruningGiovanni Bonetta, Rossella Cancelliere. [doi]
• Interactive dual projections for gene expression analysisIgnacio Díaz Blanco, José M. Enguita, Diego García-Pérez, Ana González-Muñiz, Abel Alberto Cuadrado Vega, Maria Dolores Chiara-Romero, Nuria Valdés. [doi]
• Anomaly detections on the oil system of a turbofan engine by a neural autoencoderJean Coussirou, Thomas Vanaret, Jérôme Lacaille. [doi]
• Adaptive multi-modal positive semi-definite and indefinite kernel fusion for binary classificationMaximilian Münch, Christoph Raab, Simon Heilig, Manuel Röder, Frank-Michael Schleif. [doi]
• Model Agnostic Local Explanations of RejectAndré Artelt, Roel Visser, Barbara Hammer. [doi]
• Multioutput Regression Neural Network Training via Gradient BoostingSeyedsaman Emami, Gonzalo Martínez-Muñoz. [doi]
• A weakly supervised approach to skin lesion segmentationSimone Bonechi. [doi]
• Continual Incremental Language Learning for Neural Machine TranslationMichele Resta, Davide Bacciu. [doi]
• Hyperspectral Wavelength Analysis with U-Net for Larynx Cancer DetectionFelix Meyer-Veit, Rania Rayyes, Andreas O. H. Gerstner, Jochen J. Steil. [doi]