List of works - Stefano Fusi

A VLSI recurrent network of integrate-and-fire neurons connected by plastic synapses with long-term memory

scientific article published in January 2003

A neural circuit model of flexible sensorimotor mapping: learning and forgetting on multiple timescales.

scientific article

Adult neurogenesis in the mammalian hippocampus: why the dentate gyrus?

scientific article

Attractor concretion as a mechanism for the formation of context representations

scientific article

Blogging to bolster your plastic surgery career

scientific article

Cascade models of synaptically stored memories

scientific article

Climbing neuronal activity as an event-based cortical representation of time.

scientific article published in March 2004

Coding of social novelty in the hippocampal CA2 region and its disruption and rescue in a 22q11.2 microdeletion mouse model

scientific article published on 19 October 2020

Collective behavior of networks with linear (VLSI) integrate-and-fire neurons

scientific article

Complex synapses as efficient memory systems

scientific article published on 4 December 2015

Computational principles of synaptic memory consolidation

scientific article published on 3 October 2016

Context-dependent representations of objects and space in the primate hippocampus during virtual navigation

scientific article published on 23 December 2019

Convergence of stochastic learning in perceptrons with binary synapses

scientific article published on 16 June 2005

Deviation from the matching law reflects an optimal strategy involving learning over multiple timescales

scientific article published on 01 April 2019

Dynamical regimes in neural network models of matching behavior

scientific article published on 18 September 2013

Efficient partitioning of memory systems and its importance for memory consolidation

scientific article

Eluding oblivion with smart stochastic selection of synaptic updates

scientific article published on June 2006

Emotion, cognition, and mental state representation in amygdala and prefrontal cortex

scientific article published on January 2010

Energy-Efficient Neuromorphic Classifiers

scientific article

Event-Driven Simulation of Spiking Neurons with Stochastic Dynamics

article

Flexible recruitment of memory-based choice representations by the human medial frontal cortex

scientific article published on 01 June 2020

Hebbian Learning in a Random Network Captures Selectivity Properties of the Prefrontal Cortex

scientific article

Hebbian spike-driven synaptic plasticity for learning patterns of mean firing rates

scientific article published in December 2002

Hebbian-inspired rewiring of a random network replicates pattern of selectivity seen in PFC.

scientific article published on 21 July 2014

Hippocampal-prefrontal input supports spatial encoding in working memory

scientific article

Internal representation of task rules by recurrent dynamics: the importance of the diversity of neural responses

scientific article published on 4 October 2010

Learning attractors in an asynchronous, stochastic electronic neural network

scientific article published in May 1998

Learning flexible sensori-motor mappings in a complex network

scientific article published on 20 January 2009

Learning only when necessary: better memories of correlated patterns in networks with bounded synapses

scientific article published in October 2005

Learning real-world stimuli in a neural network with spike-driven synaptic dynamics

scientific article published in November 2007

Learning selective top-down control enhances performance in a visual categorization task.

scientific article published on 12 September 2012

Learning to attend: modeling the shaping of selectivity in infero-temporal cortex in a categorization task

scientific article published on 23 March 2006

Limber neurons for a nimble mind.

scientific article

Limits on the memory storage capacity of bounded synapses

scientific article published on 11 March 2007

Long memory lifetimes require complex synapses and limited sparseness

scientific article published on 30 November 2007

Low-dimensional dynamics for working memory and time encoding

scientific article published on 28 August 2020

Memory capacity of a random, recurrently connected network of neurons with multiple, biologically realistic facilitation and adaptation profiles

scientific article

Minimal models of adapted neuronal response to in vivo-like input currents

scientific article

Modelling the formation of working memory with networks of integrate-and-fire neurons connected by plastic synapses.

scientific article published in July 2003

Multiple time scales of temporal response in pyramidal and fast spiking cortical neurons

scientific article published on 28 June 2006

Multiple views of the response of an ensemble of spectro-temporal features support concurrent classification of utterance, prosody, sex and speaker identity

scientific article published on 01 June 2005

Neocortical pyramidal cells respond as integrate-and-fire neurons to in vivo-like input currents

scientific article published on 15 May 2003

Neural Classifiers with Limited Connectivity and Recurrent Readouts.

scientific article published on 24 September 2018

Neuroscience. A quiescent working memory

scientific article published in March 2008

Paradigmatic working memory (attractor) cell in IT cortex

scientific article published in July 1997

Real-Time Classification of Complex Patterns Using Spike-Based Learning in Neuromorphic VLSI.

scientific article published in February 2009

Slow stochastic Hebbian learning of classes of stimuli in a recurrent neural network

scientific article published in February 1998

Spike-driven synaptic plasticity: theory, simulation, VLSI implementation

scientific article published in October 2000

Synaptic encoding of temporal contiguity

scientific article

The dynamical response properties of neocortical neurons to temporally modulated noisy inputs in vitro

scientific article

The importance of mixed selectivity in complex cognitive tasks.

scientific article published on 19 May 2013

The response of cortical neurons to in vivo-like input current: theory and experiment : I. Noisy inputs with stationary statistics

scientific article

The response of cortical neurons to in vivo-like input current: theory and experiment: II. Time-varying and spatially distributed inputs

scientific article

The sparseness of mixed selectivity neurons controls the generalization-discrimination trade-off.

scientific article published in February 2013

Why neurons mix: high dimensionality for higher cognition.

scientific article published on 3 February 2016

List of works by Stefano Fusi

A VLSI recurrent network of integrate-and-fire neurons connected by plastic synapses with long-term memory

A neural circuit model of flexible sensorimotor mapping: learning and forgetting on multiple timescales.

Adult neurogenesis in the mammalian hippocampus: why the dentate gyrus?

Attractor concretion as a mechanism for the formation of context representations

Blogging to bolster your plastic surgery career

Cascade models of synaptically stored memories

Climbing neuronal activity as an event-based cortical representation of time.

Coding of social novelty in the hippocampal CA2 region and its disruption and rescue in a 22q11.2 microdeletion mouse model

Collective behavior of networks with linear (VLSI) integrate-and-fire neurons

Complex synapses as efficient memory systems

Computational principles of synaptic memory consolidation

Context-dependent representations of objects and space in the primate hippocampus during virtual navigation

Convergence of stochastic learning in perceptrons with binary synapses

Deviation from the matching law reflects an optimal strategy involving learning over multiple timescales

Dynamical regimes in neural network models of matching behavior

Efficient partitioning of memory systems and its importance for memory consolidation

Eluding oblivion with smart stochastic selection of synaptic updates

Emotion, cognition, and mental state representation in amygdala and prefrontal cortex

Energy-Efficient Neuromorphic Classifiers

Event-Driven Simulation of Spiking Neurons with Stochastic Dynamics

Flexible recruitment of memory-based choice representations by the human medial frontal cortex

Hebbian Learning in a Random Network Captures Selectivity Properties of the Prefrontal Cortex

Hebbian spike-driven synaptic plasticity for learning patterns of mean firing rates

Hebbian-inspired rewiring of a random network replicates pattern of selectivity seen in PFC.

Hippocampal-prefrontal input supports spatial encoding in working memory

Internal representation of task rules by recurrent dynamics: the importance of the diversity of neural responses

Learning attractors in an asynchronous, stochastic electronic neural network

Learning flexible sensori-motor mappings in a complex network

Learning only when necessary: better memories of correlated patterns in networks with bounded synapses

Learning real-world stimuli in a neural network with spike-driven synaptic dynamics

Learning selective top-down control enhances performance in a visual categorization task.

Learning to attend: modeling the shaping of selectivity in infero-temporal cortex in a categorization task

Limber neurons for a nimble mind.

Limits on the memory storage capacity of bounded synapses

Long memory lifetimes require complex synapses and limited sparseness

Low-dimensional dynamics for working memory and time encoding

Memory capacity of a random, recurrently connected network of neurons with multiple, biologically realistic facilitation and adaptation profiles

Minimal models of adapted neuronal response to in vivo-like input currents

Modelling the formation of working memory with networks of integrate-and-fire neurons connected by plastic synapses.

Multiple time scales of temporal response in pyramidal and fast spiking cortical neurons

Multiple views of the response of an ensemble of spectro-temporal features support concurrent classification of utterance, prosody, sex and speaker identity

Neocortical pyramidal cells respond as integrate-and-fire neurons to in vivo-like input currents

Neural Classifiers with Limited Connectivity and Recurrent Readouts.

Neuroscience. A quiescent working memory

Paradigmatic working memory (attractor) cell in IT cortex

Real-Time Classification of Complex Patterns Using Spike-Based Learning in Neuromorphic VLSI.

Slow stochastic Hebbian learning of classes of stimuli in a recurrent neural network

Spike-driven synaptic plasticity: theory, simulation, VLSI implementation

Synaptic encoding of temporal contiguity

The dynamical response properties of neocortical neurons to temporally modulated noisy inputs in vitro

The importance of mixed selectivity in complex cognitive tasks.

The response of cortical neurons to in vivo-like input current: theory and experiment : I. Noisy inputs with stationary statistics

The response of cortical neurons to in vivo-like input current: theory and experiment: II. Time-varying and spatially distributed inputs

The sparseness of mixed selectivity neurons controls the generalization-discrimination trade-off.

Why neurons mix: high dimensionality for higher cognition.