Quantification of information processing capacity in living brain as physical reservoir

N Ishida, TI Shiramatsu, T Kubota, D Akita… - Applied Physics …, 2023 - pubs.aip.org
The information processing capacity (IPC) measure is gaining traction as a means of
characterizing reservoir computing. This measure offers a comprehensive assessment of a …

Readout of the intrinsic and extrinsic properties of a stimulus from un-experienced neuronal activities: towards cognitive neuroprostheses

SF Kia, E Åstrand, G Ibos, SB Hamed - Journal of Physiology-Paris, 2011 - Elsevier
While sensory and motor systems have attracted most of the research effort in the field
neuroprosthetics, little attention has been devoted to higher order cortical processes. Here …

[HTML][HTML] Beyond the brain-computer interface: Decoding brain activity as a tool to understand neuronal mechanisms subtending cognition and behavior

C Loriette, JL Amengual, S Ben Hamed - Frontiers in Neuroscience, 2022 - frontiersin.org
One of the major challenges in system neurosciences consists in developing techniques for
estimating the cognitive information content in brain activity. This has an enormous potential …

Bridging the information and dynamics attributes of neural activities

Y Tian, G Li, P Sun - Physical Review Research, 2021 - APS
The brain works as a dynamic system to process information. Various challenges remain in
understanding the connection between information and dynamics attributes in the brain. The …

Decoding cognitive processes from neural ensembles

JD Wallis - Trends in cognitive sciences, 2018 - cell.com
An intrinsic difficulty in studying cognitive processes is that they are unobservable states that
exist in between observable responses to the sensory environment. Cognitive states must …

[HTML][HTML] Computational methods to study information processing in neural circuits

V Koren, G Bondanelli, S Panzeri - Computational and Structural …, 2023 - Elsevier
The brain is an information processing machine and thus naturally lends itself to be studied
using computational tools based on the principles of information theory. For this reason …

[HTML][HTML] Measuring integrated information from the decoding perspective

M Oizumi, S Amari, T Yanagawa, N Fujii… - PLoS computational …, 2016 - journals.plos.org
Accumulating evidence indicates that the capacity to integrate information in the brain is a
prerequisite for consciousness. Integrated Information Theory (IIT) of consciousness …

Decomposing neural circuit function into information processing primitives

N Voges, V Lima, J Hausmann, A Brovelli… - Journal of …, 2024 - Soc Neuroscience
It is challenging to measure how specific aspects of coordinated neural dynamics translate
into operations of information processing and, ultimately, cognitive functions. An obstacle is …

[HTML][HTML] Emergence of integrated information at macro timescales in real neural recordings

A Leung, N Tsuchiya - Entropy, 2022 - mdpi.com
How a system generates conscious experience remains an elusive question. One approach
towards answering this is to consider the information available in the system from the …

Reservoir computing with both neuronal intrinsic plasticity and multi-clustered structure

F Xue, Q Li, H Zhou, X Li - Cognitive Computation, 2017 - Springer
In the echo state networks, both reservoir states and network structure are essential for the
performance of reservoir computing. In neuroscience, it has been confirmed that a single …