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cs.LG2026
Privacy Evaluation of Generative Models for Trajectory Generation
Stavros Bouras, Ioannis Kontopoulos, Chiara Pugliese +5
Trajectory data is fundamental to modern urban intelligence, yet its sensitivity raises significant privacy concerns. Generative models such as Generative Adversarial Networks, Var…
cs.LG2026
Assessing Predictive Models for Fairness Based on Activity-Space Patterns
Francesco Lettich, Mario A. Nascimento, Chiara Pugliese +1
Assessing the spatial fairness of predictive models involves establishing whether they are statistically penalizing (favoring) individuals associated with certain geographical loca…
cs.LG2024
Urban Region Embeddings from Service-Specific Mobile Traffic Data
Giulio Loddi, Chiara Pugliese, Francesco Lettich +2
With the advent of advanced 4G/5G mobile networks, mobile phone data collected by operators now includes detailed, service-specific traffic information with high spatio-temporal re…