Gian Luca Pozzato

2 papers indexed

arxivcs.AI2026-07-24

Learning Structural Convergence: A Neuro-Symbolic Benchmark for Temporal Reasoning

Michael Romei De Socio, Gian Luca Pozzato, Alessio Merlo

High-complexity operational environments require methods that detect and anticipate temporally distributed patterns rather than classify isolated events. This paper introduces TRACTA (Temporal Reasoning and Capability-Trajectory Analysis), a controlled synthetic benchmark for tem…

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arxivcs.AI2026-07-23

Bridging the Gap Between Plausibility and Admissibility: Constraint-Aware Flow Maps for Dynamic Graph Systems

Michael Romei de Socio, Gian Luca Pozzato, Alessio Merlo

Generative models can support decision-making under uncertainty by producing ensembles of plausible future system trajectories, but statistical plausibility does not ensure structural feasibility. This study investigates whether post-sampling symbolic constraints can improve the…

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