27th International Conference on
Discovery Science 2024

October 14-16 2024 | Pisa, Italy

Program

 

 

DAY 1 - 14 OCTOBER 2024
08:30 - 08:50 Registration
08:50 - 09:00 Opening Riccardo Guidotti (University of Pisa), Anna Monreale (University of Pisa), Dino Pedreschi (University of Pisa)
09:00 - 10:30 LLM, Text Analytics, and Ethical Aspects of AI Chair: Mattia Cerrato (JGU Mainz)
Paper ID Authors Names Paper Title
23 Cristian Cosentino (Università della Calabria); Merve GÜNDÜZ (Manisa Celal Bayar University); Fabrizio Marozzo (Universita' della Calabria); Şule Öztürk Birim (Manisa Celal Bayar University)* Exploiting Large Language Models for Enhanced Review Classification Explanations through Interpretable and Multidimensional Analysis
134 Fabrizio Angiulli (University of Calabria); Francesco De Luca (University of Calabria)*; Fabio Fassetti (Universita della Calabria); Simona Nisticò (University of Calabria) Large Language Models-based Local Explanations of Text Classifiers
128 Korbinian Randl (Stockholm University)*; John Pavlopoulos (Athens University of Economics and Business); Aron Henriksson (Stockholm University); Tony Lindgren (Stockholm University) Evaluating the Reliability of Self-Explanations in Large Language Models
124 Riccardo Cantini (University of Calabria)*; Giada Cosenza (University of Calabria); Alessio Orsino (University of Calabria); Domenico Talia (UNICAL) Are Large Language Models Really Bias-Free? Jailbreak Prompts for Assessing Adversarial Robustness to Bias Elicitation
14 Francesco Scala (CNR-ICAR and Unical )*; Sergio Flesca; Luigi Pontieri (CNR-ICAR, Italy) Play it straight: An intelligent Data Pruning technique for Green-AI
10:30 - 11:00 Coffee Break
11:00 - 12:00 LLM, Text Analytics, and Ethical Aspects of AI Chair: Roberto Pellungrini (Scuola Normale Superiore)
Paper ID Authors Names Paper Title
51 Rémy RD Decoupes (INRAE)*; Roberto Interdonato (CIRAD); Mathieu Roche; Maguelonne Teisseire (INRAE - UMR Tetis); Sarah Valentin (CIRAD) Evaluation of Geographical Distortions in Language Model
163 Boshko Koloski (Jožef Stefan Institute (JSI))*; Senja Pollak (Jozef Stefan Institute); Roberto Navigli (Sapienza University of Rome); Blaž Škrlj (Institute Jožef Stefan) AutoML-guided Fusion of Entity and LLM-based representations
76 Angelo Impedovo (Niuma s.r.l.)*; Giuseppe Rizzo (Niuma s.r.l); Antonio Di Mauro (Niuma srl) Open-set Named Entity Recognition: A preliminary study
12:00 - 13:00
Keynote
Roberto Navigli (Sapienza University of Rome & Babelscape) What is missing in Today's Large Language Models? Details...
13:00 - 14:30 Lunch Break
14:30 - 16:00 NLP, Sequential Data and Science Discovery Chair: Sarah Valentin (CIRAD)
Paper ID Authors Names Paper Title
56 Vitor Cerqueira (FEUP)*; Luis Andre Roque (FEUP); Carlos Soares (U. Porto) Forecasting with Deep Learning: Beyond Average of Average of Average Performance
37 Mario Bianchi (University of Pisa); Francesco Spinnato (University of Pisa)*; Riccardo Guidotti (University of Pisa); Daniele Maccagnola (Generali); Antonio Bencini Farina (Generali) Multivariate Asynchronous Shapelets for Imbalanced Car Crash Predictions
159 Kirsten Köbschall (Johannes Gutenberg University Mainz)*; Lisa Hartung (Johannes Gutenberg University Mainz); Stefan Kramer (Johannes Gutenberg University Mainz) Soft Hoeffding Tree: A Transparent and Differentiable Model on Data Streams
29 Michail Koumpanakis (University of Houston)*; Ricardo Vilalta (University of Houston) Meta-learning Loss Functions of Parametric Partial Differential Equations Using Physics-Informed Neural Networks
17 Martin Špendl (Faculty of Computer and Information Science, University of Ljubljana)*; Tomaž Curk (Faculty of Computer and Information Science, University of Ljubljana); Blaz Zupan (Lublijana University) Latent Embedding Based on a Transcription-Decay Decomposition of mRNA Dynamics Using Self-Supervised CoxPH
16:00 - 16:30 Coffee Break
16:30 - 18:00 Data-Driven Science Discovery Methodologies Chair: Saso Dzeroski (Jozef Stefan Institute)
Paper ID Authors Names Paper Title
36 Roman Titov (ITMO University); Alexander Hvatov (ITMO University)* Differential equation discovery of robotic swarm as active matter
162 Mattia Cerrato (JGU Mainz)*; Nicholas Schmitt (University of Tübingen); Lennart Yannis Baur (Johannes Gutenberg University Mainz); Edward Finkelstein (UC Irvine); Selina Jukic (Johannes Gutenberg University Mainz); Lars Werner Münzel (Johannes Gutenberg University Mainz); Felix Peter Paul (Johannes Gutenberg University Mainz); Pascal Pfannes (Johannes Gutenberg University Mainz); Benedikt Rohr (Johannes Gutenberg University Mainz); Julius Schellenberg (Johannes Gutenberg University Mainz); Philipp Wolf (Johannes Gutenberg University Mainz); Stefan Kramer (Johannes Gutenberg University Mainz) Science-Gym: A simple testbed for AI-driven scientific discovery
40 Jonas Niederle (Technical University Eindhoven); Simon M Koop (Technische Universiteit Eindhoven)*; Marc Pagès-Gallego (Center for Molecular Medicine, UMC Utrecht); Vlado Menkovski (Eindhoven University of Technology) VADA: a Data-Driven Simulator for Nanopore Sequencing
55 Kamer Cekini (IIT-CNR); Elisabetta Biondi (IIT-CNR)*; Chiara Boldrini (CNR); Andrea Passarella (IIT-CNR); Marco Conti (IIT-CNR) Social Isolation, Digital Connection: COVID-19's Impact on Twitter Ego Networks
114 Antonio Di Cecco (University of Chieti-Pescara); Andrea Papini (Chalmers & Gothenburg University); Carlo Metta (ISTI CNR)*; Marco Fantozzi (None); Silvia G Galfre' (University of Pisa); Francesco Morandin (Università di Parma); Maurizio Parton (Università di Chieti-Pescara) SwitchPath: Enhancing Exploration in Neural Networks Learning Dynamics
18:30 - 20:00 Poster Session & Aperitif
Paper ID Authors Names Paper Title
170 Stefano Silvestri (ICAR-CNR)*; Giuseppe Felice Russo (ICAR-CNR); Giuseppe Tricomi (ICAR-CNR) A Dataset for the Fine-tuning of LLM for the NER Task in the Cyber Security Domain
172 Giada Anastasi (IFC - CNR Pisa); Daniela Gasperini (CNR)*; Michela Franchini (IFC - CNR Pisa); Stefania Pieroni (IFC - CNR Pisa); Francesca Denoth (IFC - CNR Pisa); Alessia Formica (IFC - CNR Pisa); Sonia Cerrai (IFC - CNR Pisa); Corrado Fizzarotti (IFC - CNR Pisa); Sabrina Molinaro (IFC - CNR Pisa) Dress-p.i.n.k.: an easy-to-use digital tool for Health Promotion and Community-Based Participatory Prevention of Breast Cancer
173 Hajar Baghcheband (University of Porto)*; Carlos Soares (U. Porto); Luis P Reis (Universidade de Porto) CNP-MLDM: Contract Net Protocol for Negotiation in Machine Learning Data Market
174 Alessio Cascione (University of Pisa)*; Aldo Cerulli (University of Pisa); Marta Marchiori Manerba (Università di Pisa ); Lucia Passaro (University of Pisa) Investigating the Hurtfulness of Misogynistic Tweets Across Professions
175 Angelica Lo Duca (IIT-CNR)*; Rosa Lo Duca (ARPA Lazio) Towards AI-Based Data Analytics for Environmental Monitoring
177 Jannis Brugger (TU Darmstadt)*; Viktor Pfanschilling (TU Darmstadt); Mira Mezini (TU Darmstadt); Stefan Kramer (Johannes Gutenberg University Mainz) Residuals for Equation Discovery
178 Kiara Stempel (Johannes Gutenberg University Mainz)*; Stefan Kramer (Johannes Gutenberg University Mainz) FairTrader: A Method to Smoothly Control the Performance-Fairness Trade-Off
184 Alexander Hartl (TU Wien); Felix Iglesias (TU Wien)*; Tanja Zseby (TU Wien) Detection of Periodical Patterns and Contextual Anomalies in Data Streams
185 Felix Iglesias (TU Wien)*; Lynh Vy Thuy HOANG (BRGM); Laurence Gourcy (BRGM); Agnes Grossel (INRAE); Amélie De Filippis (Lig'Air); Jean-Sébastien Moquet (CNRS); Frédéric Ros ( Orleans University) Digital Twins of Natural Resources in the Loire Valley
99 Edoardo Allegrini (Sapienza University of Rome)*; Edoardo Di Paolo (Sapienza, University of Rome); Marinella Petrocchi (IIT CNR); Angelo Spognardi (Sapienza University of Rome) A Proposal for Uncovering Hidden Social Bots via Genetic Similarity
187 Marcus Thiel (Otto-von-Guericke-Universität Magdeburg)*; Saijal Shahania (DZHW); Andreas Nuernberger ( Magdeburg University) Effective and Transparent Attributions for Fake News Classification and Search
188 Veronica Buttaro (Università degli Studi di Bari "Aldo Moro"); Michelangelo Ceci (University of Bari); Gianvito Pio (University of Bari)* Handling the Challenges of Microbiome Data through Supervised Autoencoders for the Non-invasive Disease Diagnosis
189 Matteo Gregorini (Università di Pisa)* Causality-aware Machine Learning
145 Mahefa Ratsisetraina Ravelonanosy (Eindhoven University of Technology)*; Jim Portegies (TUe); Vlado Menkovski (Eindhoven University of Technology) Topological degree as a discrete diagnostic for disentanglement, with applications to the ∆VAE
160 Gioacchino Sterlicchio (Polytechnic of Bari); Francesca Alessandra Lisi (University of Bari "A. Moro")* Declarative Pattern Mining in Network Security
183 Mattia Ricchi (University of Pisa & INFN Bologna)*; Fabrizio Alfonsi (INFN Bologna); Camilla Marella (University of Bologna); Marco Barbieri (Stanford University); Alessandra Retico (INFN Pisa); Leonardo Brizi (University of Bologna); Alessandro Gabrielli (University of Bologna & INFN Bologna); Claudia Testa (University of Bologna & INFN Bologna) Hardware acceleration for ultra-fast Neural Network training on FPGA for MRF map reconstruction
176 Ludovica de Paolis (International School for Advanced Studies - SISSA)* Synthesizing naturalistic visual textures with multiscale, nonlinear constraints using deep neural samplers
165 Alessia Galdeman (Università degli Studi di Milano)*; Matteo Zignani (Università degli Studi di Milano); Christian Quadri (Università degli Studi di Milano); Sabrina Gaito (Università degli Studi di Milano) Graph evolution rules for node temporal behavioral representation

 

DAY 2 - 15 OCTOBER 2024
09:00 - 10:30 Graph Neural Network, Graph Theory & Unsupervised Learning Chair: Roberto Interdonato (CIRAD)
Paper ID Authors Names Paper Title
92 Michele Fontanesi (University of Pisa)*; Alessio Micheli (University of Pisa); Marco Podda (University of Pisa); Domenico Tortorella (University of Pisa) Analyzing Explanations of Deep Graph Networks through Node Centrality and Connectivity
82 Amr Alkhatib (KTH Royal Institute of Technology)*; Henrik Bostrom (KTH Royal Institute of Technology) Interpretable Graph Neural Networks for Heterogeneous Tabular Data
95 Flora Angileri (University of Rome Tor Vergata); Giulia Lombardi (University of Trento); Andrea Fois (Università degli Studi di Parma); Renato Faraone (Università di Parma); Carlo Metta (ISTI CNR)*; Michele Salvi (University Rome 2, Tor Vergata); Luigi Amedeo Bianchi (Università di Trento); Marco Fantozzi (None); Silvia G Galfre' (University of Pisa); Daniele Pavesi (University of Parma); Maurizio Parton (Università di Chieti-Pescara); Francesco Morandin (Università di Parma) A Systematization of the Wagner Framework: Graph Theory Conjectures and Reinforcement Learning
45 Reynald EUGENIE (Université des Antilles)*; Erick Stattner (LAMIA Laboratory) Utility VS Usability: Towards a search for balance in subgroup discovery problem
61 John Pavlopoulos (Athens University of Economics and Business)*; Georgios Vardakas (University of Ioannina); Aristidis Likas (University of Ioannina, Greece) Revisiting Silhouette Aggregation
10:30 - 11:00 Coffee Break
11:00 - 12:00 Unsupervised Learning & Regression Chair: Francesca Naretto (University of Pisa)
Paper ID Authors Names Paper Title
35 Ruggero G. Pensa (University of Turin)*; Anton Crombach (Inria); Sergio Peignier (INSA Lyon); Christophe Rigotti (INSA Lyon) Combining SHAP-driven Co-clustering and Shallow Decision Trees to Explain XGBoost
48 Anri Patron (University of Helsinki)*; Rafael Savvides (University of Helsinki); Lauri Franzon (University of Helsinki); Hoang Phuc Hau Luu (University of Helsinki); Kai Puolamäki (University of Helsinki) Fast and Understandable Nonlinear Supervised Dimensionality Reduction
44 Santo Thies (University Munich (LMU)); Juan C. Alfaro (Universidad de Castilla-La Mancha)*; Viktor Bengs (LMU Munich) MORE-PLR: Multi-Output Regression Employed for Partial Label Ranking
12:00 - 13:00
Keynote
Carlos Castillo (ICREA and Universitat Pompeu Fabra) Human Factors and Algorithmic Fairness Details...
13:00 - 14:30 Lunch Break
14:30 - 16:00 Tree-based Models and Causal Discovery Chair: Michelangelo Ceci (University of Bari)
Paper ID Authors Names Paper Title
112 Fouad Alkhoury (University of Bonn and Lamarr Institute for Machine Learning and Artificial Intelligence)*; Pascal Welke (TU Wien) Splitting Stump Forests: Tree Ensemble Compression for Edge Devices
67 Amir Hossein Akhavan Rahnama (KTH Royal Institute of Technology)*; Henrik Bostrom (KTH Royal Institute of Technology); Pierre Geurts (University of Liège) Faithfulness of Local Explanations for Tree-Based Ensemble Models
38 Hugo Bellamy (University of Cambridge)*; Ross King (University of Cambridge) Random Forests for Heteroscedastic Data
42 Florian Beck (JKU Linz)*; Johannes Fürnkranz (JKU Linz); Phuong Van Quoc Huynh (Institute for application-oriented knowledge processing (FAW), JKU) Learning Deep Rule Concepts as Alternating Boolean Pattern Trees
125 Konstantina Biza (University of Crete)*; Antonios Ntroumpogiannis (University of Crete); Sofia Triantafillou (University of Crete); Ioannis Tsamardinos (University of Crete) ETIA: towards an automated causal discovery pipeline
16:00 - 16:30 Coffee Break
16:30 - 18:00 Security & Anomaly Detection Chair: Ruggero G. Pensa (University of Turin)
Paper ID Authors Names Paper Title
41 Pablo Torrijos Arenas (Universidad de Castilla-La Mancha)*; Jose A Gamez (Universidad de Castilla-La Mancha); Jose Puerta FedGES: A Federated Learning Approach for Bayesian Network Structure Learning
106 Ermiyas Birihanu Belachew (Eötvös Loránd University)*; Ayyoub Soullami (Eötvös Loránd University); Imre Lendák (Eötvös Loránd University) Enhancing Industrial Control Systems Security: Real-Time Anomaly Detection with Uncertainty Estimation
153 Bahar Emami Afshar (University of Ottawa)*; Paula Branco (University of Ottawa); Tolga Kurt (H3M Analytics Inc.); Utku Gorkem Ketenci (H3M Analytics Inc); Hikmet Mazmanoglu (H3M Analytics Inc.) ITERADE - ITERative Anomaly Detection Ensemble for Credit Card Fraud Detection
52 Thijs GG van Weezel (Eindhoven University of Technology)*; Patrick Bastiaanssen (Technical University of Eindhoven); Tychon Bos (TUE); Famke van Ree (Tue); Sibylle Hess (TU Eindhoven) Purifying Adversarial Examples Using an Autoencoder
108 Sieben Bocklandt (KU Leuven)*; Vincent Derkinderen (KU Leuven); Angelika Kimmig; Luc De Raedt (KU Leuven) Approximate Compression of CNF Concepts
19:15 - 24:00 Aperitif & Social Dinner at Villa Scorzi and Award Cerimony.
The event will be at Villa Scorzi (~10km, 15min) a Bus Transfer is available from Park Paparelli: meeting at 18:30, departure at 18:45.

 

DAY 3 - 16 OCTOBER 2024
09:00 - 10:30 Computer Vision and Explainable AI Chair: Sybille Hess (TU Eindhoven)
Paper ID Authors Names Paper Title
81 Fabio Michele Russo (IMT School for Advanced Studies Lucca); Carlo Metta (ISTI CNR)*; Anna Monreale (University of Pisa, Italy); Salvatore Rinzivillo (KDDLab - ISTI - CNR); Fabio Pinelli (IMT Lucca) Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model
22 Vito Recchia (Università degli Studi di Bari Aldo Moro)*; Giuseppina Andresini (University of Bari Aldo Moro); Annalisa Appice (University of Bari Aldo Moro); Giampietro Fontana (Università degli Studi di Bari Aldo Moro); Donato Malerba (Università degli Studi di Bari Aldo Moro) An attention-based CNN approach to detect forest tree dieback caused by insect outbreak in Sentinel-2 images
79 Avinash Kori (ICL)*; Ben Glocker (Imperial College London); Francesca Toni (Imperial College London) Explaining Image Classifiers with Visual Debates
156 Sean Park (University of Auckland)*; Jörg Wicker (The University of Auckland); Katharina Dost (University of Auckland) Resource-Constrained Binary Image Classification
63 Roger Ferrod (University of Turin)*; Luigi Di Caro (University of Turin); Dino Ienco (INRAE) Towards a multimodal framework for remote sensing image change retrieval and captioning
10:30 - 11:00 Coffee Break
11:00 - 12:00 Classification Chair: Riccardo Guidotti (University of Pisa)
Paper ID Authors Names Paper Title
69 Andrea Apicella (University of Naples Federico II); Salvatore Giugliano (Università di Napoli Federico II)*; Roberto Prevete (University of Naples federico II); Francesco Isgrò (Università di Napoli Federico II) Improving the performance of already trained classifiers through an automatic explanation-based learning approach
119 Lorenzo Volpi (ISTI CNR); Alejandro Moreo (ISTI-CNR)*; Fabrizio Sebastiani (Consiglio Nazionale delle Ricerche) A Simple Method for Classifier Accuracy Prediction under Prior Probability Shift
130 Mohamed Karim Belaid (IDIADA GmbH)*; Maximilian Rabus (Dr. Ing. h.c. F. Porsche AG); Eyke Hüllermeier (University of Munich) Pairwise Difference Learning for Classification
12:00 - 13:00
Keynote
Francesca Toni (Imperial College London) Bridging Explainable AI and Contestability Details...
13:00 - 14:30 Lunch Break
14:30 - 16:00 City for Citizens and Explainable AI Chair: Roberto Trasarti (ISTI_CNR)
Paper ID Authors Names Paper Title
115 Matteo Bohm (Sapienza University of Rome); Patricio Reyes (Barcelone Supercomputing Center (BSC)); Mirco Nanni (CNR-ISTI Pisa, Italy); Luca Pappalardo (ISTI)* Explaining urban vehicle emissions in Rome
75 Alessio Cascione (University of Pisa)*; Mattia Setzu (University of Pisa); Federico A Galatolo (University of Pisa); Mario G.C.A. Cimino (University of Pisa); Riccardo Guidotti (University of Pisa) Interpretable Machine Learning for Oral Lesion Diagnosis through Prototypical Instances Identification
85 Samuele Tonati (Scuola Normale Superiore Pisa)*; Marzio Di Vece (Scuola Normale Superiore Pisa); Roberto Pellungrini (University of Pisa); Fosca Giannotti (Scuola Normale Superiore) Ensemble Counterfactual Explanations for Churn Analysis
86 Andrea Fedele (University of Pisa)*; Riccardo Guidotti (University of Pisa); Dino Pedreschi (University of Pisa) This Sounds Like That: Explainable Audio Classification via Prototypical Parts
102 Federico Mazzoni (University of Pisa)*; Simona Mazzarino (University of Pisa); Giulio Rossetti (CNR-ISTI) TETRA: TExtual TRust Analyzer for a Gricean Approach to Social Networks
16:00 - 16:30 Coffee Break
16:30 - 17:50 Societal Debates and Misinformation Analysis Chair: Chiara Boldrini (IIT-CNR)
Paper ID Authors Names Paper Title
93 Luca Maiano (Sapienza University)*; Martina Evangelisti (Sapienza University of Rome); Silvia Bianchini (Sapienza University of Rome); Aris Anagnostopoulos (Sapienza University of Rome) What’s Real News Today? A Multimodal, Continual-Learning Approach for Detecting Fake News Over Time
120 Carmela Comito (ICAR-CNR)*; Massimo Guarascio (ICAR-CNR); Angelica Liguori (ICAR-CNR); Giuseppe Manco (ICAR-CNR, IT); Francesco S. Pisani (ICAR-CNR) Beyond the Horizon: Using Mixture of Experts for Domain Agnostic Fake News Detection
121 Andrea Failla (University of Pisa)*; Giulio Rossetti (CNR-ISTI); Davide Perra (University of Pisa) Quantifying Attraction to Extreme Opinions in Online Debates
98 Salvatore Citraro (ISTI CNR)*; Valentina Pansanella (ISTI CNR); Giulio Rossetti (CNR-ISTI) Structure-Attribute Similarity Interplay in Diffusion Dynamics on Social Networks
17:50 - 18:00 Closing Remark Riccardo Guidotti (University of Pisa), Anna Monreale (University of Pisa), Dino Pedreschi (University of Pisa)
18:00 - 20:00 Poster Session & Aperitif
Paper ID Authors Names Paper Title
68 Jaakko Tervonen (VTT Technical Research Centre of Finland)* Personalized multiclass stress and cognitive load detection
179 Gennaro Zanfardino (Universitá degli studi dell'Aquila)* Urban Digital Twin for Territorial Management
180 Mohamed Karim Belaid (IDIADA GmbH)* Leveraging Data Point Interactions for Enhanced Machine Learning models
181 Claudio Giovannoni (Università di Pisa)*; Anna Monreale (University of Pisa, Italy); Salvatore Rinzivillo (KDDLab - ISTI - CNR); Carlo Metta (ISTI CNR) WAIT, I Can Explain! Introducing Weighted AI Integration for Tailored Explanation
182 Alina Vozna (University of Pisa)* Intelligent Empathic Robots in Elderly Healthcare
32 Erik Schönwälder (Technische Universität Dresden)*; Julius Gonsior (Technische Universität Dresden); Anja Reusch (TU Dresden); Claudio Hartmann (Technische Universität Dresden); Wolfgang Lehner (TU Dresden) TAFT: A Transformer-Based Approach for Format Transformation
47 Sarah Valentin (CIRAD)*; Edmond Menya (Strathmore University, Nairobi); Roberto Interdonato (CIRAD); Mathieu Roche; Dickson Owuor (Strathmore University ) Integrating textual data for enhanced explanation of food crises at subnational scale
83 Mert Arda Asar (Galatasaray University)*; Günce Keziban Orman (Galatasaray University) Asset Subsets Identification via Investment Universe Complex Network
84 Elif Ece Erdem (Galatasaray University)*; Günce Keziban Orman (Galatasaray University) Enhancing Recommendation Systems' Performance with Network-Oriented Negative Sampling
186 Isacco Beretta (Università di Pisa); Martina Cinquini (University of Pisa)* Leveraging Time-Aware Causal Algorithmic Recourse for Promoting Fairness
101 Andrea Pedrotti (Università di Pisa)*; Alejandro Moreo (ISTI-CNR); Fabrizio Sebastiani (Consiglio Nazionale delle Ricerche) Multimodal Heterogeneous Transfer Learning for Multilingual Image-Text Classification
107 Ricardo C. Inácio (FEUP)*; Vitor Cerqueira (FEUP); Marília Barandas (Fraunhofer Portugal AICOS); Carlos Soares (U. Porto) Meta-learning and Data Augmentation for Stress Testing Forecasting Models
111 Antonio Dal Maso (Politecnico di Torino)*; Harold Kiossou (UCLouvain); Siegfried Nijssen (Université Catholique de Louvain, BE) MID : A New Strategy for Learning Optimal Decision Trees on Continuous Data
137 Marco Gregnanin (IMT School for Advanced Studies Lucca )*; Johannes De Smedt (KU Leuven); Giorgio Gnecco (IMT School for Advanced Studies Lucca); Maurizio Parton (Università di Chieti-Pescara) A Generative Adversarial Graph Neural Network for Synthetic Time Series Data
190 Cristiano Landi (University of Pisa); Andrea Fedele (University of Pisa); Clara Punzi (Scuola Normale Superiore)*; Stefano Tramacere (Scuola Superiore Sant’Anna); Mattia Franchi De' Cavalieri (Scuola Superiore Sant’Anna) T-REX: A Framework to Build Trustworthy Recommenders of Evidence Exaplanation
191 Clara Punzi (Scuola Normale Superiore)*; Roberto Pellungrini (University of Pisa); Fosca Giannotti (Scuola Normale Superiore) L2loRe: a method for explaining the reject option
54 Manuel Dileo (University of Milan)*; Matteo Zignani (Università degli Studi di Milano) Network-wide shocking events through the lens of node representation shift