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Martina Cinquini

2 accepted papers

2025

A Practical Approach to Causal Inference over Time

AAAI 2025technical

In this paper, we focus on estimating the causal effect of an intervention over time on a dynamical system. To that end, we formally define causal interventions and their effects over time on discrete-time stochastic processes (DSPs). Then, we show under which conditions the equilibrium states of…

2024

Constraint-Free Structure Learning with Smooth Acyclic Orientations

ICLR 2024poster

The structure learning problem consists of fitting data generated by a Directed Acyclic Graph (DAG) to correctly reconstruct its arcs. In this context, differentiable approaches constrain or regularize an optimization problem with a continuous relaxation of the acyclicity property. The computational…

Cited by 11SourcePDFScholar