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pro vyhledávání: '"Tiberi, Lorenzo"'
Despite the remarkable empirical performance of Transformers, their theoretical understanding remains elusive. Here, we consider a deep multi-head self-attention network, that is closely related to Transformers yet analytically tractable. We develop
Externí odkaz:
http://arxiv.org/abs/2405.15926
Many observables of brain dynamics appear to be optimized for computation. Which connectivity structures underlie this fine-tuning? We propose that many of these structures are naturally encoded in the space that more directly relates to network dyna
Externí odkaz:
http://arxiv.org/abs/2303.02476
Criticality is deeply related to optimal computational capacity. The lack of a renormalized theory of critical brain dynamics, however, so far limits insights into this form of biological information processing to mean-field results. These methods ne
Externí odkaz:
http://arxiv.org/abs/2110.01859
Autor:
Tiberi, Lorenzo, Favaretto, Chiara, Innocenti, Mario, Bassett, Danielle S., Pasqualetti, Fabio
Synchronization is crucial for the correct functionality of many natural and man-made complex systems. In this work we characterize the formation of synchronization patterns in networks of Kuramoto oscillators. Specifically, we reveal conditions on t
Externí odkaz:
http://arxiv.org/abs/1709.06193
Akademický článek
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