List of works - Walter Senn

25th Annual Computational Neuroscience Meeting: CNS-2016

scientific article

A cospectral correction model for measurement of turbulent NO2 flux

article

A gradient learning rule for the tempotron

scientific article published in February 2009

A normative theory of forgetting: lessons from the fruit fly

scientific article

A synaptic explanation of suppression in visual cortex.

scientific article published in November 2002

Activity-dependent development of axonal and dendritic delays, or, why synaptic transmission should be unreliable

scientific article published in March 2002

Adaptive gain modulation in V1 explains contextual modifications during bisection learning

scientific article

An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike timing.

scientific article

Backward reasoning the formation rules

scientific article published in November 2015

Beyond spike timing: the role of nonlinear plasticity and unreliable synapses

scientific article published in December 2002

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

scientific article published in March 2004

Code-specific learning rules improve action selection by populations of spiking neurons

scientific article published on 5 December 2013

Comparison of two models for pattern generation based on synaptic depression

Convergence of stochastic learning in perceptrons with binary synapses

scientific article published on 16 June 2005

Correction: Spike-Based Reinforcement Learning in Continuous State and Action Space: When Policy Gradient Methods Fail

scholarly article by Eleni Vasilaki et al published 14 December 2009 in PLOS Computational Biology

Cortical oscillations support sampling-based computations in spiking neural networks

scientific article published on 24 March 2022

Dendritic cortical microcircuits approximate the backpropagation algorithm ⬇️

Dendritic encoding of sensory stimuli controlled by deep cortical interneurons

scientific article published on 18 January 2009

Dopamine increases the gain of the input-output response of rat prefrontal pyramidal neurons

scientific article published on 9 April 2008

Eluding oblivion with smart stochastic selection of synaptic updates

scientific article published on June 2006

Extending lifetime of plastic changes in the human brain

scientific article published in November 2006

Gradient estimation in dendritic reinforcement learning

scientific article

Hebb in perspective

scientific article published in December 2002

Hierarchical Novelty-Familiarity Representation in the Visual System by Modular Predictive Coding

scientific article published on 15 December 2015

Human and machine learning in non-Markovian decision making

scientific article published on 21 April 2015

Hyperpolarization-activated current Ih disconnects somatic and dendritic spike initiation zones in layer V pyramidal neurons

scientific article

Learning by the dendritic prediction of somatic spiking

scientific article published in February 2014

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 spike-based population codes by reward and population feedback

scientific article published in July 2010

Matching recall and storage in sequence learning with spiking neural networks

scientific article published in June 2013

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

scientific article

Modeling of spontaneous activity in developing spinal cord using activity-dependent depression in an excitatory network

scientific article published on 15 April 2000

Modulating the granularity of category formation by global cortical States

scientific article published on 3 June 2008

Modulation of orientation-selective neurons by motion: when additive, when multiplicative?

scientific article published on 20 June 2014

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

scientific article published on 28 June 2006

Natural-gradient learning for spiking neurons

scientific article published in 2022

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

scientific article published on 15 May 2003

Nerve injury-induced neuropathic pain causes disinhibition of the anterior cingulate cortex.

scientific article published in April 2014

Neurons that Remember How We Got There

scientific article published in February 2015

Pattern generation by two coupled time-discrete neural networks with synaptic depression.

scientific article published in July 1998

Perceptual learning via modification of cortical top-down signals

scientific article

Policy gradient rules for populations of spiking neurons.

scientific article

Prospective Coding by Spiking Neurons

scientific article

Reading Neuronal Synchrony with Depressing Synapses ⬇️

scientific article published on May 15, 1998

Recruitment of reticulospinal neurones and steady locomotion in lamprey

scientific article published in August 1998

Reinforcement learning in dendritic structures

scientific article

Reinforcement learning in populations of spiking neurons

scientific article published on 15 February 2009

Repetitive TMS over the human oculomotor cortex: comparison of 1-Hz and theta burst stimulation

scientific article published on 17 October 2006

Scale-Free Navigational Planning by Neuronal Traveling Waves

scientific article published on 9 July 2015

Sequence learning with hidden units in spiking neural networks ⬇️

scientific article published in January 2011

Slow stochastic learning with global inhibition: a biological solution to the binary perceptron problem

scientific article published in June 2004

Somato-dendritic Synaptic Plasticity and Error-backpropagation in Active Dendrites

scientific article published on 3 February 2016

Spatial But Not Oculomotor Information Biases Perceptual Memory: Evidence From Face Perception and Cognitive Modeling

scientific article published on 17 November 2016

Spatio-temporal credit assignment in neuronal population learning

scientific article

Special issue on object localization

scientific article published on 01 June 2008

Special issue on quantitative neuron modeling

scientific article published on 01 November 2008

Spike-based Decision Learning of Nash Equilibria in Two-Player Games ⬇️

scientific article published on September 27, 2012

Spike-based reinforcement learning in continuous state and action space: when policy gradient methods fail

scientific article

Spike-based synaptic plasticity and the emergence of direction selective simple cells: mathematical analysis

scientific article published in March 2003

Spike-based synaptic plasticity and the emergence of direction selective simple cells: simulation results

scientific article published in November 2002

Spike-time-dependent plasticity and heterosynaptic competition organize networks to produce long scale-free sequences of neural activity

scientific article

Statistical modelling of navigational decisions based on intensity versus directionality in Drosophila larval phototaxis

scientific article published in Scientific Reports

Stimulus sampling as an exploration mechanism for fast reinforcement learning

scientific article published on 10 April 2009

Strange limits of stability in host-parasitoid systems

scientific article published in 1994

Strikte Konvexität für Variationsprobleme auf demn-dimensionalen Torus

scientific article published in December 1991

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

Top-down dendritic input increases the gain of layer 5 pyramidal neurons

scientific article published on 27 April 2004

Transmitter concentration profiles in the synaptic cleft: an analytical model of release and diffusion.

scientific article

List of works by Walter Senn

25th Annual Computational Neuroscience Meeting: CNS-2016

A cospectral correction model for measurement of turbulent NO2 flux

A gradient learning rule for the tempotron

A normative theory of forgetting: lessons from the fruit fly

A synaptic explanation of suppression in visual cortex.

Activity-dependent development of axonal and dendritic delays, or, why synaptic transmission should be unreliable

Adaptive gain modulation in V1 explains contextual modifications during bisection learning

An algorithm for modifying neurotransmitter release probability based on pre- and postsynaptic spike timing.

Backward reasoning the formation rules

Beyond spike timing: the role of nonlinear plasticity and unreliable synapses

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

Code-specific learning rules improve action selection by populations of spiking neurons

Comparison of two models for pattern generation based on synaptic depression

Convergence of stochastic learning in perceptrons with binary synapses

Correction: Spike-Based Reinforcement Learning in Continuous State and Action Space: When Policy Gradient Methods Fail

Cortical oscillations support sampling-based computations in spiking neural networks

Dendritic cortical microcircuits approximate the backpropagation algorithm ⬇️

Dendritic encoding of sensory stimuli controlled by deep cortical interneurons

Dopamine increases the gain of the input-output response of rat prefrontal pyramidal neurons

Eluding oblivion with smart stochastic selection of synaptic updates

Extending lifetime of plastic changes in the human brain

Gradient estimation in dendritic reinforcement learning

Hebb in perspective

Hierarchical Novelty-Familiarity Representation in the Visual System by Modular Predictive Coding

Human and machine learning in non-Markovian decision making

Hyperpolarization-activated current Ih disconnects somatic and dendritic spike initiation zones in layer V pyramidal neurons

Learning by the dendritic prediction of somatic spiking

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 spike-based population codes by reward and population feedback

Matching recall and storage in sequence learning with spiking neural networks

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

Modeling of spontaneous activity in developing spinal cord using activity-dependent depression in an excitatory network

Modulating the granularity of category formation by global cortical States

Modulation of orientation-selective neurons by motion: when additive, when multiplicative?

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

Natural-gradient learning for spiking neurons

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

Nerve injury-induced neuropathic pain causes disinhibition of the anterior cingulate cortex.

Neurons that Remember How We Got There

Pattern generation by two coupled time-discrete neural networks with synaptic depression.

Perceptual learning via modification of cortical top-down signals

Policy gradient rules for populations of spiking neurons.

Prospective Coding by Spiking Neurons

Reading Neuronal Synchrony with Depressing Synapses ⬇️

Recruitment of reticulospinal neurones and steady locomotion in lamprey

Reinforcement learning in dendritic structures

Reinforcement learning in populations of spiking neurons

Repetitive TMS over the human oculomotor cortex: comparison of 1-Hz and theta burst stimulation

Scale-Free Navigational Planning by Neuronal Traveling Waves

Sequence learning with hidden units in spiking neural networks ⬇️

Slow stochastic learning with global inhibition: a biological solution to the binary perceptron problem

Somato-dendritic Synaptic Plasticity and Error-backpropagation in Active Dendrites

Spatial But Not Oculomotor Information Biases Perceptual Memory: Evidence From Face Perception and Cognitive Modeling

Spatio-temporal credit assignment in neuronal population learning

Special issue on object localization

Special issue on quantitative neuron modeling

Spike-based Decision Learning of Nash Equilibria in Two-Player Games ⬇️

Spike-based reinforcement learning in continuous state and action space: when policy gradient methods fail

Spike-based synaptic plasticity and the emergence of direction selective simple cells: mathematical analysis

Spike-based synaptic plasticity and the emergence of direction selective simple cells: simulation results

Spike-time-dependent plasticity and heterosynaptic competition organize networks to produce long scale-free sequences of neural activity

Statistical modelling of navigational decisions based on intensity versus directionality in Drosophila larval phototaxis

Stimulus sampling as an exploration mechanism for fast reinforcement learning

Strange limits of stability in host-parasitoid systems

Strikte Konvexität für Variationsprobleme auf demn-dimensionalen Torus

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

Top-down dendritic input increases the gain of layer 5 pyramidal neurons

Transmitter concentration profiles in the synaptic cleft: an analytical model of release and diffusion.