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 …
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
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 …
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
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 …
estimating the cognitive information content in brain activity. This has an enormous potential …
Bridging the information and dynamics attributes of neural activities
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 …
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 …
exist in between observable responses to the sensory environment. Cognitive states must …
[HTML][HTML] Computational methods to study information processing in neural circuits
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 …
using computational tools based on the principles of information theory. For this reason …
[HTML][HTML] Measuring integrated information from the decoding perspective
Accumulating evidence indicates that the capacity to integrate information in the brain is a
prerequisite for consciousness. Integrated Information Theory (IIT) of consciousness …
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 …
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 …
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 …
performance of reservoir computing. In neuroscience, it has been confirmed that a single …