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Giacomo Turri

2 accepted papers

2026

Self-Supervised Evolution Operator Learning for High-Dimensional Dynamical Systems

ICLR 2026poster

We introduce an end-to-end approach to learn the evolution operators of large-scale non-linear dynamical systems, such as those describing complex natural phenomena. Evolution operators are particularly well-suited for analyzing systems that exhibit spatio-temporal patterns and have become a key ana…

Cited by 0SourcecodeScholar
2024

Neural Conditional Probability for Uncertainty Quantification

NeurIPS 2024poster

We introduce Neural Conditional Probability (NCP), an operator-theoretic approach to learning conditional distributions with a focus on statistical inference tasks. NCP can be used to build conditional confidence regions and extract key statistics such as conditional quantiles, mean, and covarianc…

Cited by 0SourcePDFScholar