Critical Drift in a Neuro-Inspired Adaptive Network.
Sign Up to like & getrecommendations! Published in 2022 at "Physical review letters"
DOI: 10.1103/physrevlett.130.188401
Abstract: It has been postulated that the brain operates in a self-organized critical state that brings multiple benefits, such as optimal sensitivity to input. Thus far, self-organized criticality has typically been depicted as a one-dimensional process,… read more here.
Keywords: inspired adaptive; network; critical drift; neuro inspired ... See more keywords
A Neuro-Inspired Spike Pattern Classifier
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Journal on Emerging and Selected Topics in Circuits and Systems"
DOI: 10.1109/jetcas.2018.2842035
Abstract: The emergence of post-silicon nano-devices and the coming trillion-sensor era driven by the Internet of Things have led to a search for alternative computational paradigms that can efficiently derive useful information from abundant data while… read more here.
Keywords: spike pattern; pattern classifier; neuro inspired; inspired spike ... See more keywords
NeuroSim: A Circuit-Level Macro Model for Benchmarking Neuro-Inspired Architectures in Online Learning
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems"
DOI: 10.1109/tcad.2018.2789723
Abstract: Neuro-inspired architectures based on synaptic memory arrays have been proposed for on-chip acceleration of weighted sum and weight update in machine/deep learning algorithms. In this paper, we developed NeuroSim, a circuit-level macro model that estimates… read more here.
Keywords: inspired architectures; neuro inspired; circuit level; online learning ... See more keywords
Neuro-Inspired Reinforcement Learning to Improve Trajectory Prediction in Reward-Guided Behavior
Sign Up to like & getrecommendations! Published in 2022 at "International journal of neural systems"
DOI: 10.1142/s0129065722500381
Abstract: Hippocampal pyramidal cells and interneurons play a key role in spatial navigation. In goal-directed behavior associated with rewards, the spatial firing pattern of pyramidal cells is modulated by the animal's moving direction toward a reward,… read more here.
Keywords: reinforcement learning; neuro inspired; reward; prediction ... See more keywords