List of works - Claudia Clopath

25th Annual Computational Neuroscience Meeting: CNS-2016

scientific article

A cerebellar learning model of vestibulo-ocular reflex adaptation in wild-type and mutant mice.

scientific article published in May 2014

A deep learning framework for neuroscience

scientific article published on 28 October 2019

A diversity of interneurons and Hebbian plasticity facilitate rapid compressible learning in the hippocampus

scientific article published on 24 June 2019

A triplet spike-timing-dependent plasticity model generalizes the Bienenstock-Cooper-Munro rule to higher-order spatiotemporal correlations

scientific article published on 11 November 2011

AI for social good: unlocking the opportunity for positive impact

scientific article published on 18 May 2020

Acetylcholine-modulated plasticity in reward-driven navigation: a computational study.

scientific article

Activity-Dependent Downscaling of Subthreshold Synaptic Inputs during Slow-Wave-Sleep-like Activity In Vivo.

scientific article published on 12 February 2018

An online Hebbian learning rule that performs Independent Component Analysis ⬇️

Audio-visual experience strengthens multisensory assemblies in adult mouse visual cortex

scientific article published on 12 December 2019

Beyond spike-timing-dependent plasticity: a computational study of plasticity gradients across basal dendrites

scholarly article published 13 July 2016

Catalyzing next-generation Artificial Intelligence through NeuroAI

scientific article published on 22 March 2023

Cerebellar learning using perturbations

scientific article published on 12 November 2018

Chaos in homeostatically regulated neural systems

scientific article published on 01 August 2018

Connectivity reflects coding: a model of voltage-based STDP with homeostasis

scientific article published on 24 January 2010

Correction: Processing of Feature Selectivity in Cortical Networks with Specific Connectivity

scientific article published on 31 July 2015

Current State and Future Directions for Learning in Biological Recurrent Neural Networks: A Perspective Piece

scientific article published in 2022

Deprivation-Induced Homeostatic Spine Scaling In Vivo Is Localized to Dendritic Branches that Have Undergone Recent Spine Loss

scientific article published on 25 October 2017

Detection of axonal synapses in 3D two-photon images

scientific article published on 5 September 2017

Emergence of Functional Specificity in Balanced Networks with Synaptic Plasticity

scientific article published on 19 June 2015

Emergent spatial synaptic structure from diffusive plasticity

scientific article published on 21 May 2016

Excitatory to inhibitory connectivity shaped by synaptic and homeostatic plasticity

scientific article published on 4 December 2015

Extending the tempotron with hierarchical dendrites allows faster learning

scientific article published on 4 December 2015

Firing patterns in the adaptive exponential integrate-and-fire model

scientific article

From homeostasis to behavior: Balanced activity in an exploration of embodied dynamic environmental-neural interaction

scientific article published on 24 August 2017

Gap junction plasticity as a mechanism to regulate network-wide oscillations.

scientific article

Gap junction plasticity can lead to spindle oscillations ⬇️

scientific article published on 11 October 2017

Inhibitory microcircuits for top-down plasticity of sensory representations

scientific article published on 07 November 2019

Inhibitory stabilization and cortical computation

scientific article published on 11 November 2020

Interneuron-specific plasticity at parvalbumin and somatostatin inhibitory synapses onto CA1 pyramidal neurons shapes hippocampal output

scientific article published on 02 September 2020

Learning and attention increase visual response selectivity through distinct mechanisms

scientific article published in 2022

Learning compositional sequences with multiple time scales through a hierarchical network of spiking neurons

scientific article published in 2021

Learning spatiotemporal signals using a recurrent spiking network that discretizes time

scientific article published on 21 January 2020

Local circuit amplification of spatial selectivity in the hippocampus

scientific article published in January 2022

Local inhibitory plasticity tunes macroscopic brain dynamics and allows the emergence of functional brain networks.

scientific article

Memories in a network with excitatory and inhibitory plasticity are encoded in the spiking irregularity

scientific article published on 11 November 2021

Modeled changes of cerebellar activity in mutant mice are predictive of their learning impairments

scientific article

Modeling somatic and dendritic spike mediated plasticity at the single neuron and network level

scientific article published on 26 September 2017

Modeling synaptic plasticity across different time scales: the influence of voltage, spike timing, and protein synthesis

Modelling plasticity in dendrites: from single cells to networks

scientific article published on 7 September 2017

Network-centered homeostasis through inhibition maintains hippocampal spatial map and cortical circuit function

scientific article

ON-OFF receptive fields in auditory cortex diverge during development and contribute to directional sweep selectivity.

scientific article published on 25 May 2018

On the distribution and function of synaptic clusters

Optimal properties of analog perceptrons with excitatory weights

scientific article

Oscillations emerging from noise-driven steady state in networks with electrical synapses and subthreshold resonance

scientific article

Overcoming catastrophic forgetting in neural networks

academic article, arXiv

Overcoming catastrophic forgetting in neural networks.

scientific article published on 14 March 2017

Patterned perturbation of inhibition can reveal the dynamical structure of neural processing

scientific article published on 19 February 2020

Population coupling predicts the plasticity of stimulus responses in cortical circuits

scientific article published on 21 April 2020

Predicting neuronal activity with an adaptive exponential integrate-and-fire model.

scientific article published on 6 July 2007

Predicting neuronal activity with simple models of the threshold type: Adaptive Exponential Integrate-and-Fire model with two compartments

article

Processing of Feature Selectivity in Cortical Networks with Specific Connectivity

scientific article published on 17 June 2015

Reply to Huszár: The elastic weight consolidation penalty is empirically valid

scientific article published on 20 February 2018

Separable actions of acetylcholine and noradrenaline on neuronal ensemble formation in hippocampal CA3 circuits

scientific article published on 01 October 2021

Sequential neuromodulation of Hebbian plasticity offers mechanism for effective reward-based navigation

scientific article published on 10 July 2017

Size-Dependent Axonal Bouton Dynamics following Visual Deprivation In Vivo

scientific article published in January 2018

Sparse synaptic connectivity is required for decorrelation and pattern separation in feedforward networks

scientific article

Sparse synaptic connectivity is required for decorrelation and pattern separation in feedforward networks

Storage of correlated patterns in standard and bistable Purkinje cell models

scientific article

Supervised learning in spiking neural networks with FORCE training

scientific article published on 20 December 2017

Synaptic consolidation: an approach to long-term learning ⬇️

scientific article published on October 22, 2011

Synaptic plasticity onto inhibitory neurons as a mechanism for ocular dominance plasticity

scientific article published on 12 March 2019

Tag-trigger-consolidation: a model of early and late long-term-potentiation and depression

scientific article

The Role of Neuromodulators in Cortical Plasticity. A Computational Perspective

scientific article

The contribution of subthreshold preference in inhibitory neurons to network response.

scientific article published on 4 December 2015

The emergence of functional microcircuits in visual cortex.

scientific article

The functional role of sequentially neuromodulated synaptic plasticity in behavioural learning

scientific article

The interplay between somatic and dendritic inhibition promotes the emergence and stabilization of place fields

scientific article published on 10 July 2020

Theory of neuronal perturbome in cortical networks

scientific article published on 14 October 2020

Unifying Long-Term Plasticity Rules for Excitatory Synapses by Modeling Dendrites of Cortical Pyramidal Neurons

scientific article published on 01 December 2019

Variance and invariance of neuronal long-term representations

scientific article published on March 2017

Voltage and spike timing interact in STDP - a unified model ⬇️

scientific article published on July 21, 2010

List of works by Claudia Clopath

25th Annual Computational Neuroscience Meeting: CNS-2016

A cerebellar learning model of vestibulo-ocular reflex adaptation in wild-type and mutant mice.

A deep learning framework for neuroscience

A diversity of interneurons and Hebbian plasticity facilitate rapid compressible learning in the hippocampus

A triplet spike-timing-dependent plasticity model generalizes the Bienenstock-Cooper-Munro rule to higher-order spatiotemporal correlations

AI for social good: unlocking the opportunity for positive impact

Acetylcholine-modulated plasticity in reward-driven navigation: a computational study.

Activity-Dependent Downscaling of Subthreshold Synaptic Inputs during Slow-Wave-Sleep-like Activity In Vivo.

An online Hebbian learning rule that performs Independent Component Analysis ⬇️

Audio-visual experience strengthens multisensory assemblies in adult mouse visual cortex

Beyond spike-timing-dependent plasticity: a computational study of plasticity gradients across basal dendrites

Catalyzing next-generation Artificial Intelligence through NeuroAI

Cerebellar learning using perturbations

Chaos in homeostatically regulated neural systems

Connectivity reflects coding: a model of voltage-based STDP with homeostasis

Correction: Processing of Feature Selectivity in Cortical Networks with Specific Connectivity

Current State and Future Directions for Learning in Biological Recurrent Neural Networks: A Perspective Piece

Deprivation-Induced Homeostatic Spine Scaling In Vivo Is Localized to Dendritic Branches that Have Undergone Recent Spine Loss

Detection of axonal synapses in 3D two-photon images

Emergence of Functional Specificity in Balanced Networks with Synaptic Plasticity

Emergent spatial synaptic structure from diffusive plasticity

Excitatory to inhibitory connectivity shaped by synaptic and homeostatic plasticity

Extending the tempotron with hierarchical dendrites allows faster learning

Firing patterns in the adaptive exponential integrate-and-fire model

From homeostasis to behavior: Balanced activity in an exploration of embodied dynamic environmental-neural interaction

Gap junction plasticity as a mechanism to regulate network-wide oscillations.

Gap junction plasticity can lead to spindle oscillations ⬇️

Inhibitory microcircuits for top-down plasticity of sensory representations

Inhibitory stabilization and cortical computation

Interneuron-specific plasticity at parvalbumin and somatostatin inhibitory synapses onto CA1 pyramidal neurons shapes hippocampal output

Learning and attention increase visual response selectivity through distinct mechanisms

Learning compositional sequences with multiple time scales through a hierarchical network of spiking neurons

Learning spatiotemporal signals using a recurrent spiking network that discretizes time

Local circuit amplification of spatial selectivity in the hippocampus

Local inhibitory plasticity tunes macroscopic brain dynamics and allows the emergence of functional brain networks.

Memories in a network with excitatory and inhibitory plasticity are encoded in the spiking irregularity

Modeled changes of cerebellar activity in mutant mice are predictive of their learning impairments

Modeling somatic and dendritic spike mediated plasticity at the single neuron and network level

Modeling synaptic plasticity across different time scales: the influence of voltage, spike timing, and protein synthesis

Modelling plasticity in dendrites: from single cells to networks

Network-centered homeostasis through inhibition maintains hippocampal spatial map and cortical circuit function

ON-OFF receptive fields in auditory cortex diverge during development and contribute to directional sweep selectivity.

On the distribution and function of synaptic clusters

Optimal properties of analog perceptrons with excitatory weights

Oscillations emerging from noise-driven steady state in networks with electrical synapses and subthreshold resonance

Overcoming catastrophic forgetting in neural networks

Overcoming catastrophic forgetting in neural networks.

Patterned perturbation of inhibition can reveal the dynamical structure of neural processing

Population coupling predicts the plasticity of stimulus responses in cortical circuits

Predicting neuronal activity with an adaptive exponential integrate-and-fire model.

Predicting neuronal activity with simple models of the threshold type: Adaptive Exponential Integrate-and-Fire model with two compartments

Processing of Feature Selectivity in Cortical Networks with Specific Connectivity

Reply to Huszár: The elastic weight consolidation penalty is empirically valid

Separable actions of acetylcholine and noradrenaline on neuronal ensemble formation in hippocampal CA3 circuits

Sequential neuromodulation of Hebbian plasticity offers mechanism for effective reward-based navigation

Size-Dependent Axonal Bouton Dynamics following Visual Deprivation In Vivo

Sparse synaptic connectivity is required for decorrelation and pattern separation in feedforward networks

Sparse synaptic connectivity is required for decorrelation and pattern separation in feedforward networks

Storage of correlated patterns in standard and bistable Purkinje cell models

Supervised learning in spiking neural networks with FORCE training

Synaptic consolidation: an approach to long-term learning ⬇️

Synaptic plasticity onto inhibitory neurons as a mechanism for ocular dominance plasticity

Tag-trigger-consolidation: a model of early and late long-term-potentiation and depression

The Role of Neuromodulators in Cortical Plasticity. A Computational Perspective

The contribution of subthreshold preference in inhibitory neurons to network response.

The emergence of functional microcircuits in visual cortex.

The functional role of sequentially neuromodulated synaptic plasticity in behavioural learning

The interplay between somatic and dendritic inhibition promotes the emergence and stabilization of place fields

Theory of neuronal perturbome in cortical networks

Unifying Long-Term Plasticity Rules for Excitatory Synapses by Modeling Dendrites of Cortical Pyramidal Neurons

Variance and invariance of neuronal long-term representations

Voltage and spike timing interact in STDP - a unified model ⬇️