498 citations · 1.6k across the 46 of their papers we have counts for
4 papers · 1 filter
Statistical Dark Matter: Synergy is everywhere but is hard to capture
Alberto Liardi, Fernando E. Rosas, Daniele Marinazzo +3
The information-theoretic construct of synergy refers to the statistical structure that is contained in three or more variables, but not in any subset of them. Here we leverage rec…
Information Dynamics of Language Communication
Leonardo S. Goodall, Andrea I. Luppi, Pedro A. M. Mediano
Quantifying how meaning propagates through communicative exchanges remains underdeveloped in computational linguistics. Here we introduce an information-theoretic framework that qu…
A Brain-like Synergistic Core in LLMs Drives Behaviour and Learning
Pedro Urbina-Rodriguez, Zafeirios Fountas, Fernando E. Rosas +5
The independent evolution of intelligence in biological and artificial systems offers a unique opportunity to identify its fundamental computational principles. Here we show that l…
On the Identifiability of Regime-Switching Models with Multi-Lag Dependencies
Carles Balsells-Rodas, Toshiko Matsui, Pedro A. M. Mediano +2
Identifiability is central to the interpretability of deep latent variable models, ensuring parameterisations are uniquely determined by the data-generating distribution. However,…