DS-LB 2024
DS Late Breaking Contributions 2024

Table of Contents

• Preface
  Summary: There were 49 papers submitted for peer-review to this workshop. Out of these, 20 papers were accepted for this volume, 12 as regular papers and 8 as short papers.
• TAFT: A Transformer-Based Approach for Format Transformation
  Erik Schönwälder , Julius Gonsior , Anja Reusch , Claudio Hartmann , Wolfgang Lehner
• Integrating textual data for enhanced explanation of food crises at subnational scale
  Sarah Valentin , Edmond Menya , Roberto Interdonato Mathieu Roche , Dickson Owuor
• Network-wide shocking events through the lens of node representation shift
  Manuel Dileo , Matteo Zignani
• Personalized multiclass stress and cognitive load detection
  Jaakko Tervonen
• Asset Subsets Identification via Investment Universe Complex Network
  Mert Arda Asar , Günce Keziban Orman
• Enhancing Recommendation Systems’ Performance with Network-Oriented Negative Sampling
  Elif Ece Erdem , Günce Keziban Orman
• A Proposal for Uncovering Hidden Social Bots via Genetic Similarity
  Edoardo Allegrini , Edoardo Di Paolo , Marinella Petrocchi , Angelo Spognardi
• Multimodal Heterogeneous Transfer Learning for Multilingual Image-Text Classification
  Andrea Pedrotti , Alejandro Moreo , Fabrizio Sebastiani
• MID: A New Strategy for Learning Optimal Decision Trees on Continuous Data
  Antonio Dal Maso , Harold Kiossou , Siegfried Nijssen
• A Generative Adversarial Graph Neural Network for Synthetic Time Series Data
  Marco Gregnanin , Johannes De Smedt , Giorgio Gnecco , Maurizio Parton
• Topological degree as a discrete diagnostic for disentanglement, with applications to the ΔVAE⋆
  Mahefa Ratsisetraina Ravelonanosy , Vlado Menkovski , Jacobus W. Portegies
• Declarative Pattern Mining in Network Security
  Gioacchino Sterlicchio , Francesca Alessandra Lisi
• Graph evolution rules for node temporal behavior representation
  Alessia Galdeman , Matteo Zignani , Christian Quadri , Sabrina Gaito
• A Dataset for the Fine-tuning of LLM for the NER Task in the Cyber Security Domain
  Stefano Silvestri , Giuseppe Felice Russo , Giuseppe Tricomi , Mario Ciampi
• Dress-p.i.n.k.: an easy-to-use digital tool for Health Promotion and Community-Based Participatory Prevention of Breast Cancer
  Giada Anastasi , Daniela Gasperini , Michela Franchini , Stefania Pieroni , Francesca Denoth , Alessia Formica , Sonia Cerrai , Corrado Fizzarotti , Sabrina Molinaro
• CNP-MLDM: Contract Net Protocol for Negotiation in Machine Learning Data Market
  Hajar Baghcheband , Carlos Soares , Luis Paulo Reis
• Investigating the Hurtfulness of Misogynistic Tweets Across Professions
  Alessio Cascione , Aldo Cerulli , Marta Marchiori Manerba , Lucia C. Passaro
• Towards AI-Based Data Analytics for Environmental Monitoring
  Angelica Lo Duca , Rosa Lo Duca
• Synthesizing naturalistic visual textures with multiscale, nonlinear constraints using deep neural samplers
  Ludovica de Paolis , Paolo Muratore , Eugenio Piasini
• Residuals for Equation Discovery
  Jannis Brugger , Viktor Pfanschilling , Mira Mezini , Stefan Kramer
• FairTrader: A Method to Smoothly Control the Performance-Fairness Trade-Off
  Kiara Stempel , Stefan Kramer
• Urban Digital Twin for Territorial Management
  Gennaro Zanfardino
• Exploring Data Point Interactions: A Dual Representation Approach for Enhanced Machine Learning
  Mohamed Karim Belaid
• WAIT, I Can Explain! Introducing Weighted AI Integration for Tailored Explanations
  Claudio Giovannoni
• Intelligent Empathic Robots in Elderly Healthcare
  Alina Vozna
• Hardware acceleration for ultra-fast Neural Network training on FPGA for MRF map reconstruction
  Mattia Ricchi
• Detection of Periodical Patterns and Contextual Anomalies in Data Streams
  Alexander Hartl , Félix Iglesias Vázquez , Tanja Zseby
• Digital Twins of Natural Resources in the Loire Valley
  Félix Iglesias Vázquez , Lynh Hoang Vy Thuy , Laurence Gourcy , Agnes Grossel , Amélie De Filippis , Jean-Sébastien Moquet , Frédéric Ros
• Leveraging Time-Aware Causal Algorithmic Recourse for Promoting Fairness⋆
  Isacco Beretta , Martina Cinquini
• Effective and Transparent Attributions for Fake News Classification and Search
  Marcus Thiel , Saijal Shahania , Andreas Nürnberger
• Handling the Challenges of Microbiome Data through Supervised Autoencoders for the Non-invasive Disease Diagnosis
  Veronica Buttaro , Michelangelo Ceci , Gianvito Pio
• T-REX: A Framework to Build Trustworthy Recommenders of Evidence Explanation
  Andrea Fedele , Mattia Franchi de’ Cavalieri , Cristiano Landi , Clara Punzi , Stefano Tramacere
• L2loRe: a method for explaining the reject option
  Clara Punzi , Roberto Pellungrini , Fosca Giannotti