paper-with-me

Papers

Multicoding in neural information transfer suggested by mathematical analysis of the frequency-dependent synaptic plasticity in vivo

2020-01-13

Two elements of neural information processing have primarily been proposed: firing rate and spike timing of neurons. In the case of synaptic plasticity, although spike-timing-dependent plasticity (STDP) depending on presynaptic and postsynaptic spike times had been considered the most common rule, recent studies have shown the inhibitory nature of the brain in vivo for precise spike timing, which is key to the STDP. Thus, the importance of the firing frequency in synaptic plasticity in vivo has been recognized again. However, little is understood about how the frequency-dependent synaptic plasticity (FDP) is regulated in vivo. Here, we focused on the presynaptic input pattern, the intracellular calcium decay time constants, and the background synaptic activity, which vary depending on neuron types and the anatomical and physiological environment in the brain. By analyzing a calcium-based model, we found that the synaptic weight differs depending on these factors characteristic in vivo, even if neurons receive the same input rate. This finding suggests the involvement of multifaceted factors other than input frequency in FDP and even neural coding in vivo.

📄 PDF Abstract BibTeX arXiv:2001.04103

Code (0)

등록된 구현이 없습니다.

Similar Papers 제목 키워드 기반

A unified theory of information transfer and causal relation

2022-04-21 · Yang Tian, Hedong Hou, Yaoyuan Wang, Ziyang Zhang 외

Information transfer between coupled stochastic dynamics, measured by transfer entropy and information flow, is suggested as a physical process underlying the causal relation of systems. While information transfer analys…

Causal InferenceRelation

Echo State Condition at the Critical Point

2014-11-25 · Norbert Michael Mayer

Recurrent networks with transfer functions that fulfill the Lipschitz continuity with K=1 may be echo state networks if certain limitations on the recurrent connectivity are applied. It has been shown that it is sufficie…

The free energy principle for action and perception: A mathematical review

2017-05-24

The 'free energy principle' (FEP) has been suggested to provide a unified theory of the brain, integrating data and theory relating to action, perception, and learning. The theory and implementation of the FEP combines i…

Learning Theory

A mathematical modelling portrait of Wnt signalling in early vertebrate embryogenesis

2022-03-01 · Claudiu V. Giuraniuc, Shabana Zain, Shahmama Ghafoor, Stefan Hoppler

There are two phases of Wnt signalling in early vertebrate embryogenesis: very early, maternal Wnt signalling promotes dorsal development, and slightly later, zygotic Wnt signalling promotes ventral and lateral mesoderm …

Feasibility and Transferability of Transfer Learning: A Mathematical Framework

2023-01-27 · Haoyang Cao, Haotian Gu, Xin Guo, Mathieu Rosenbaum

Transfer learning is an emerging and popular paradigm for utilizing existing knowledge from previous learning tasks to improve the performance of new ones. Despite its numerous empirical successes, theoretical analysis f…

Transfer Learning