Neuronal activity is markedly different across brain states: it varies from desynchronized
activity during wakefulness to the synchronous alternation between active and silent states …

Predictive Processing theory, hotly debated in neuroscience, psychology and philosophy,
promises to explain a number of perceptual and cognitive phenomena in a simple and …

Due to the success of pre-trained language models, versions of languages other than
English have been released in recent years. This fact implies the need for resources to …

Learning sentence representations is an essential and challenging topic in the deep
learning and natural language processing communities. Recent methods pre-train big …

Predictive coding (PC) networks are a biologically interesting class of neural networks. Their
layered hierarchy mimics the reciprocal connectivity pattern observed in the mammalian …

Methods, systems, and apparatus, including computer programs encoded on computer
storage media, for compressed sensing using neural networks. One of the methods includes …