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Viewing Publication 1 - 100 from 639

2025

Explaining Anomalous Data with Reinforcement LearningSimone Amirato, Fabrizio Angiulli, Fabio Fassetti. dis 2025: 522-536 [doi]

On the Potential of Deep Symbolic Models for Classification ProblemsFlorian Beck, Johannes Fürnkranz, Van Quoc Phuong Huynh. dis 2025: 161-175 [doi]

Attackers Strike Back? Not Anymore - An Ensemble of RL Defenders Awakens for APT DetectionSidahmed Benabderrahmane, Talal Rawhan. dis 2025: 537-552 [doi]

Bayesian Grammar Refinement for Efficient Equation DiscoveryJure Brence, Saso Dzeroski, Ljupco Todorovski. dis 2025: 113-127 [doi]

tsMIST: Model Sensitivity Analysis with Time Series MorphingAntónia Brito, Moisés Santos, Duarte Folgado, Carlos Soares. dis 2025: 270-285 [doi]

Prompting Neural-Guided Equation Discovery Based on ResidualsJannis Brugger, Viktor Pfanschilling, David Richter 0001, Mira Mezini, Stefan Kramer 0001. dis 2025: 97-112 [doi]

A Novel AI Approach for the Diagnosis of Alzheimer's Disease from Multi-modal Incomplete DataVeronica Buttaro, Giuseppe Lamanna, Donato Massaro, Claudio Basilio Caporusso, Gianvito Pio, Michelangelo Ceci. dis 2025: 555-570 [doi]

Investigating Delays of Combined Feature and Label Acquisitions on Data StreamsMaik Büttner, Myra Spiliopoulou. dis 2025: 379-391 [doi]

Beyond the Single-Best Model: Rashomon Partial Dependence Profile for Trustworthy Explanations in AutoMLMustafa Cavus, Jan N. van Rijn, Przemyslaw Biecek. dis 2025: 445-459 [doi]

Adversarial Bandit Optimization for Approximately Linear FunctionsZhuoyu Cheng, Kohei Hatano, Eiji Takimoto. dis 2025: 495-509 [doi]

Multi-domain Validation of LLM-Based Simulators via Interpretable and Latent RepresentationsLuca Coda-Giorgio, Giacomo Fidone, Laura Pollacci. dis 2025: 411-426 [doi]

Enhancing Local Explanations with GAN-Based Neighborhood GenerationLuca Corbucci, Francesca Naretto, Anna Monreale. dis 2025: 316-331 [doi]

Exploring Recommendations Attacks Through Blind OptimizationJulio Corona, Rafael Teixeira, Mário Antunes 0001, Rui L. Aguiar. dis 2025: 587-601 [doi]

From Reviews to Results: Generative AI for Review-Driven Product and Service ComparisonsCristian Cosentino, Merve Gündüz-Cüre, Fabrizio Marozzo, Sule Öztürk-Birim. dis 2025: 78-93 [doi]

Explaining Deep Neural Networks with Example and Pixel AttributionGenghua Dong, Henrik Boström, Roman Bresson, Amr Alkhatib. dis 2025: 286-300 [doi]

Discovery Science - 28th International Conference, DS 2025, Ljubljana, Slovenia, September 23-25, 2025, ProceedingsSaso Dzeroski, Jurica Levatic, Gianvito Pio, Nikola Simidjievski, editors, Volume 16090 of Lecture Notes in Computer Science, Springer, 2025. [doi]

CACTUS: A Context-Aware Framework for Counterfactual Explanations Across Diverse Prediction DomainsDiego García-Pérez, Zhendong Wang, José M. Enguita-Gonzalez. dis 2025: 460-475 [doi]

FoodSEM: Large Language Model Specialized in Food Named-Entity LinkingAna Gjorgjevikj, Matej Martinc, Gjorgjina Cenikj, Saso Dzeroski, Barbara Korousic-Seljak, Tome Eftimov. dis 2025: 395-410 [doi]

A Contextual Bandit Algorithm for Recommending Item Sets with High Sum DiversityMasaki Hashimoto, Atsuyoshi Nakamura. dis 2025: 510-521 [doi]

Learning Tree-Structured DistributionsFadwa Idlahcen. dis 2025: 63-77 [doi]

Similarity Learning for Spectral ClusteringVangjush Komini, Nadezhda Koriakina, Debaditya Roy, Sarunas Girdzijauskas. dis 2025: 207-221 [doi]

Adaptive Isolation ForestJustin Jia Liu, Guilherme Weigert Cassales, Fei Tony Liu, Bernhard Pfahringer, Albert Bifet. dis 2025: 363-378 [doi]

Neuron-Level Architecture Search for Efficient Model DesignArtem Lunev, Nikolay O. Nikitin. dis 2025: 191-203 [doi]

Who Drives Misinformation? Key Node Detection with Heterogeneous Graph Neural NetworksLiliana Martirano, Francesco Scala, Carmela Comito, Luigi Pontieri. dis 2025: 47-62 [doi]

Proceedings of the Discovery Science Late Breaking Contributions 2024 (DS-LB 2024) co-located with 27th International Conference Discovery Science 2024 (DS 2024), Pisa, Italy, 14-16 October 2024Francesca Naretto, Roberto Pellungrini, editors, Volume 3928 of CEUR Workshop Proceedings, CEUR-WS.org, 2025. [doi]

Score Matching on Large Geometric Graphs for Cosmology GenerationDiana-Alexandra Onutu, Yue Zhao 0016, Joaquin Vanschoren, Vlado Menkovski. dis 2025: 17-31 [doi]

Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part IDino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto, editors, Volume 15243 of Lecture Notes in Computer Science, Springer, 2025. [doi]

Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part IIDino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto, editors, Volume 15244 of Lecture Notes in Computer Science, Springer, 2025. [doi]

A Variational Autoencoder for N-Ary TreesMartin Percinic, Sebastian Meznar, Ljupco Todorovski, Saso Dzeroski. dis 2025: 143-157 [doi]

Maximum Entropy Models for Unimodal Time Series: Case Studies of Universe 25 and St. Matthew IslandSabin Roman. dis 2025: 32-44 [doi]

Extending Model-Agnostic XAI Methods for Regression Tasks in Spatio-Temporal DomainsMatteo Salis, Gabriele Sartor, Marco Pellegrino, Rosa Meo, Stefano Ferraris, Abdourrahmane M. Atto. dis 2025: 301-315 [doi]

Fine-Tuning Transformer-Based LLMs in Hierarchical Text ClassificationJoana Santos, Nuno Silva, Carlos Ferreira, João Gama 0001. dis 2025: 427-442 [doi]

Learning Fast to Detect Slow: A Few-Shot Neural Approach to Slow DoS Attack DetectionFrancesco Scala, Massimo Guarascio 0001, Carlo Parrotta, Luigi Pontieri. dis 2025: 347-362 [doi]

Meta Subspace Analysis: Understanding Model (Mis)behavior in the Metafeature SpaceCarlos Soares, Paulo J. Azevedo, Vítor Cerqueira, Luís Torgo. dis 2025: 255-269 [doi]

Exploring the Design Space of Fair Tree Learning AlgorithmsKiara Stempel, Mattia Cerrato, Stefan Kramer 0001. dis 2025: 176-190 [doi]

Selecting Unlabeled Data for Tabular Self-Supervised LearningSintija Stevanoska, Katharina Dost, Christian L. Camacho Villalón, Saso Dzeroski. dis 2025: 237-251 [doi]

Hubris Benchmarking with AmbiGANs: Assessing Model Overconfidence with Synthetic Ambiguous DataCátia Teixeira, Inês Gomes 0001, Carlos Soares, Jan N. van Rijn. dis 2025: 476-491 [doi]

Efficient Probabilistic Modeling of Crystallization at Mesoscopic ScalePol Timmer, Koen Minartz, Vlado Menkovski. dis 2025: 3-16 [doi]

Exploring Curriculum Learning for Languages: Lessons from Regular Language TasksVanessa Toborek, Florian Seiffarth, Sebastian Müller, Tamás Horváth 0001, Christian Bauckhage. dis 2025: 571-586 [doi]

EDC: Equation Discovery for ClassificationGuus Toussaint, Arno J. Knobbe. dis 2025: 128-142 [doi]

Aspect-Based Few-Shot LearningTim van Engeland, Lu Yin 0006, Vlado Menkovski. dis 2025: 335-346 [doi]

Evaluating Clustering Quality in Centroid-Based Clustering Using Counterfactual DistancesGeorgios Vardakas, Antonia Karra, Evaggelia Pitoura, Aristidis Likas. dis 2025: 222-236 [doi]

2024

Improving the Performance of Already Trained Classifiers Through an Automatic Explanation-Based Learning ApproachAndrea Apicella 0001, Salvatore Giugliano, Francesco Isgrò, Roberto Prevete. dis 2025: 249-266 [doi]

ITERADE - ITERative Anomaly Detection Ensemble for Credit Card Fraud DetectionBahar Emami Afshar, Paula Branco, Tolga Kurt, Utku Görkem Ketenci, Hikmet Mazmanoglu. dis 2025: 115-133 [doi]

Interpretable Graph Neural Networks for Heterogeneous Tabular DataAmr Alkhatib, Henrik Boström. dis 2025: 310-324 [doi]

Splitting Stump Forests: Tree Ensemble Compression for Edge DevicesFouad Alkhoury, Pascal Welke. dis 2025: 3-18 [doi]

A Proposal for Uncovering Hidden Social Bots via Genetic SimilarityEdoardo Allegrini, Edoardo Di Paolo, Marinella Petrocchi, Angelo Spognardi. dis 2025: [doi]

Dress-p.i.n.k.: an easy-to-use digital tool for Health Promotion and Community-Based Participatory Prevention of Breast CancerGiada Anastasi, Daniela Gasperini, Michela Franchini, Stefania Pieroni, Francesca Denoth, Alessia Formica, Sonia Cerrai, Corrado Fizzarotti, Sabrina Molinaro. dis 2025: [doi]

A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement LearningFlora Angileri, Giulia Lombardi, Andrea Fois, Renato Faraone, Carlo Metta, Michele Salvi, Luigi Amedeo Bianchi, Marco Fantozzi, Silvia Giulia Galfrè, Daniele Pavesi, Maurizio Parton, Francesco Morandin. dis 2025: 325-338 [doi]

Large Language Models-Based Local Explanations of Text ClassifiersFabrizio Angiulli, Francesco De Luca, Fabio Fassetti, Simona Nisticó. dis 2025: 19-35 [doi]

Asset Subsets Identification via Investment Universe Complex NetworkMert Arda Asar, Günce Keziban Orman. dis 2025: [doi]

CNP-MLDM: Contract Net Protocol for Negotiation in Machine Learning Data MarketHajar Baghcheband, Carlos Soares, Luís Paulo Reis. dis 2025: [doi]

Learning Deep Rule Concepts as Alternating Boolean Pattern TreesFlorian Beck, Johannes Fürnkranz, Van Quoc Phuong Huynh. dis 2025: 50-64 [doi]

Exploring Data Point Interactions: A Dual Representation Approach for Enhanced Machine LearningMohamed Karim Belaid. dis 2025: [doi]

Leveraging Time-Aware Causal Algorithmic Recourse for Promoting Fairness⋆Isacco Beretta, Martina Cinquini. dis 2025: [doi]

Multivariate Asynchronous Shapelets for Imbalanced Car Crash PredictionsMario Bianchi, Francesco Spinnato, Riccardo Guidotti, Daniele Maccagnola, Antonio Bencini Farina. dis 2025: 150-166 [doi]

Enhancing Industrial Control Systems Security: Real-Time Anomaly Detection with Uncertainty EstimationErmiyas Birihanu, Ayyoub Soullami, Imre Lendák. dis 2025: 99-114 [doi]

ETIA: Towards an Automated Causal Discovery PipelineKonstantina Biza, Antonios Ntroumpogiannis, Sofia Triantafillou, Ioannis Tsamardinos. dis 2025: 65-80 [doi]

Approximate Compression of CNF ConceptsSieben Bocklandt, Vincent Derkinderen, Angelika Kimmig, Luc De Raedt. dis 2025: 149-164 [doi]

Handling the Challenges of Microbiome Data through Supervised Autoencoders for the Non-invasive Disease DiagnosisVeronica Buttaro, Michelangelo Ceci, Gianvito Pio. dis 2025: [doi]

Explaining Urban Vehicle Emissions in RomeMatteo Böhm, Patricio Reyes, Mirco Nanni, Luca Pappalardo. dis 2025: 303-315 [doi]

Interpretable Machine Learning for Oral Lesion Diagnosis Through Prototypical Instances IdentificationAlessio Cascione, Mattia Setzu, Federico A. Galatolo, Mario G. C. A. Cimino, Riccardo Guidotti. dis 2025: 316-331 [doi]

SwitchPath: Enhancing Exploration in Neural Networks Learning DynamicsAntonio Di Cecco, Andrea Papini, Carlo Metta, Marco Fantozzi, Silvia Giulia Galfrè, Francesco Morandin, Maurizio Parton. dis 2025: 275-291 [doi]

Forecasting with Deep Learning: Beyond Average of Average of Average PerformanceVítor Cerqueira, Luis Roque, Carlos Soares. dis 2025: 135-149 [doi]

Exploiting Large Language Models for Enhanced Review Classification Explanations Through Interpretable and Multidimensional AnalysisCristian Cosentino, Merve Gündüz-Cüre, Fabrizio Marozzo, Sule Öztürk-Birim. dis 2025: 3-18 [doi]

Synthesizing naturalistic visual textures with multiscale, nonlinear constraints using deep neural samplersLudovica de Paolis, Paolo Muratore, Eugenio Piasini. dis 2025: [doi]

Evaluation of Geographical Distortions in Language ModelsRémy Decoupes, Roberto Interdonato, Mathieu Roche, Maguelonne Teisseire, Sarah Valentin. dis 2025: 86-100 [doi]

Enhancing Recommendation Systems' Performance with Network-Oriented Negative SamplingElif Ece Erdem, Günce Keziban Orman. dis 2025: [doi]

Utility vs Usability: Towards a Search for Balance in Subgroup Discovery ProblemsReynald Eugenie, Erick Stattner. dis 2025: 339-353 [doi]

This Sounds Like That: Explainable Audio Classification via Prototypical PartsAndrea Fedele, Riccardo Guidotti, Dino Pedreschi. dis 2025: 348-363 [doi]

WAIT, I Can Explain! Introducing Weighted AI Integration for Tailored ExplanationsClaudio Giovannoni. dis 2025: [doi]

A Generative Adversarial Graph Neural Network for Synthetic Time Series DataMarco Gregnanin, Johannes De Smedt, Giorgio Gnecco, Maurizio Parton. dis 2025: [doi]

Open-Set Named Entity Recognition: A Preliminary StudyAngelo Impedovo, Giuseppe Rizzo 0001, Antonio Di Mauro. dis 2025: 116-131 [doi]

AutoML-Guided Fusion of Entity and LLM-Based Representations for Document ClassificationBoshko Koloski, Senja Pollak, Roberto Navigli, Blaz Skrlj. dis 2025: 101-115 [doi]

Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural NetworksMichail Koumpanakis, Ricardo Vilalta. dis 2025: 183-197 [doi]

MID: A New Strategy for Learning Optimal Decision Trees on Continuous DataAntonio Dal Maso, Harold Silvère Kiossou, Siegfried Nijssen. dis 2025: [doi]

VADA: A Data-Driven Simulator for Nanopore SequencingJonas Niederle, Simon M. Koop, Marc Pagès-Gallego, Vlado Menkovski. dis 2025: 198-210 [doi]

Resource-Constrained Binary Image ClassificationSean Park, Jörg Wicker, Katharina Dost. dis 2025: 215-230 [doi]

Fast and Understandable Nonlinear Supervised Dimensionality ReductionAnri Patron, Rafael Savvides, Lauri Franzon, Hoang Phuc Hau Luu, Kai Puolamäki. dis 2025: 385-400 [doi]

Revisiting Silhouette AggregationJohn Pavlopoulos, Georgios Vardakas, Aristidis Likas. dis 2025: 354-368 [doi]

Multimodal Heterogeneous Transfer Learning for Multilingual Image-Text ClassificationAndrea Pedrotti, Alejandro Moreo, Fabrizio Sebastiani 0001. dis 2025: [doi]

Combining SHAP-Driven Co-clustering and Shallow Decision Trees to Explain XGBoostRuggero G. Pensa, Anton Crombach, Sergio Peignier, Christophe Rigotti. dis 2025: 369-384 [doi]

Faithfulness of Local Explanations for Tree-Based Ensemble ModelsAmir Hossein Akhavan Rahnama, Pierre Geurts, Henrik Boström. dis 2025: 19-33 [doi]

Topological degree as a discrete diagnostic for disentanglement, with applications to the ΔVAE⋆Mahefa Ratsisetraina Ravelonanosy, Vlado Menkovski, Jacobus W. Portegies. dis 2025: [doi]

An Attention-Based CNN Approach to Detect Forest Tree Dieback Caused by Insect Outbreak in Sentinel-2 ImagesVito Recchia, Giuseppina Andresini, Annalisa Appice, Gianpietro Fontana, Donato Malerba. dis 2025: 183-199 [doi]

Hardware acceleration for ultra-fast Neural Network training on FPGA for MRF map reconstructionMattia Ricchi. dis 2025: [doi]

Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation ModelFabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli. dis 2025: 167-182 [doi]

Play it Straight: An Intelligent Data Pruning Technique for Green-AIFrancesco Scala, Sergio Flesca, Luigi Pontieri. dis 2025: 69-85 [doi]

A Dataset for the Fine-tuning of LLM for the NER Task in the Cyber Security DomainStefano Silvestri, Giuseppe Felice Russo, Giuseppe Tricomi, Mario Ciampi. dis 2025: [doi]

Declarative Pattern Mining in Network SecurityGioacchino Sterlicchio, Francesca Alessandra Lisi. dis 2025: [doi]

Personalized multiclass stress and cognitive load detectionJaakko Tervonen. dis 2025: [doi]

MORE-PLR: Multi-Output Regression Employed for Partial Label RankingSanto M. A. R. Thies, Juan C. Alfaro, Viktor Bengs. dis 2025: 401-416 [doi]

Differential Equation Discovery of Robotic Swarm as Active MatterRoman V. Titov, Alexander Hvatov. dis 2025: 213-228 [doi]

FedGES: A Federated Learning Approach for Bayesian Network Structure LearningPablo Torrijos, José A. Gámez 0001, José M. Puerta. dis 2025: 83-98 [doi]

Integrating textual data for enhanced explanation of food crises at subnational scaleSarah Valentin, Edmond Odhiambo Menya, Roberto Interdonato, Mathieu Roche, Dickson Owuor. dis 2025: [doi]

Purifying Adversarial Examples Using an AutoencoderThijs van Weezel, Famke van Ree, Tychon Bos, Patrick Bastiaanssen, Sibylle Hess. dis 2025: 134-148 [doi]

A Simple Method for Classifier Accuracy Prediction Under Prior Probability ShiftLorenzo Volpi, Alejandro Moreo, Fabrizio Sebastiani 0001. dis 2025: 267-283 [doi]

Intelligent Empathic Robots in Elderly HealthcareAlina Vozna. dis 2025: [doi]

Digital Twins of Natural Resources in the Loire ValleyFélix Iglesias Vázquez, Lynh Hoang Vy Thuy, Laurence Gourcy, Agnes Grossel, Amélie De Filippis, Jean-Sébastien Moquet, Frédéric Ros. dis 2025: [doi]

Urban Digital Twin for Territorial ManagementGennaro Zanfardino. dis 2025: [doi]

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