most citedClustering in pure-attention hardmax transformers and its role in sentiment analysis

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math.OC2026

Finite convergence and minimizer extraction in moment relaxations with correlative sparsity

Giovanni Fantuzzi, Federico Fuentes

We identify a new sufficient condition for the finite convergence of moment relaxations of polynomial optimization problems with correlative sparsity. This condition, which follows…

math.OC2025

Moment-SOS hierarchies for arrow-type polynomial matrix inequalities with applications to structural optimization

Marouan Handa, Marek Tyburec, Giovanni Fantuzzi +2

The Arrow Decomposition (AD) technique, initially introduced in [Mathematical Programming 190(1-2) (2021), pp 105-134], demonstrated superior scalability over the classical chordal…