Research

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My research explores how neural systems, biological or artificial, learn to distill experience into meaning — learning the abstractions that guide reasoning and decision.

Selected Publications

* indicates co-first author

Reasoning aligns language models to human cognition

Gonçalo Guiomar*, Elia Torre*, Pehuen Moure, Victoria Shavina, Mario Giulianelli, Shih-Chii Liu, Valerio Mante

Under review

Mechanistic Interpretability of RNNs emulating Hidden Markov Models

Elia Torre, Michele Viscione, Lucas Pompe, Benjamin F Grewe, Valerio Mante

NeurIPS 2025