2 papers
cs.AI2026
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 TRAC…
cs.AI2026
Learning and Structurally Validating Simulation Scenario Continuations in Dynamic Graph Systems
Michael Romei de Socio, Gian Luca Pozzato, Alessio Merlo
Data-driven generative models can extend partially observed simulation trajectories into ensembles of alternative future scenarios. However, consistency with a learned trajectory d…