Research graph
References from Design principles for cost functions in optimal sensory coding. Local targets link to admitted publications; unresolved targets remain external evidence.
The effect of correlated variability on the accuracy of a population code
10.1162/089976699300016827 · 1999 · External reference
“Learning nonlinear dynamics in efficient, balanced spiking networks using local plasticity rules,”
10.1609/aaai.v32i1.11320 · 2018 · External reference
Some informational aspects of visual perception
10.1037/h0054663 · 1954 · External reference
An energy budget for signaling in the grey matter of the brain
10.1097/00004647-200110000-00001 · 2001 · External reference
Neural correlations, population coding and computation
10.1038/nrn1888 · 2006 · External reference
Effects of noise correlations on information encoding and decoding
10.1152/jn.00919.2005 · 2006 · External reference
Possible principles underlying the transformation of sensory messages
1961 · External reference
Optimal compensation for neuron loss
10.7554/elife.12454 · 2016 · External reference
Information-Limiting Correlations in Large Neural Populations
10.1523/jneurosci.2072-19.2019 · 2020 · External reference
Predictive coding of dynamical variables in balanced spiking networks
10.1371/journal.pcbi.1003258 · 2013 · External reference
Learning optimal spike-based representations
2012 · External reference
Enforcing balance allows local supervised learning in spiking recurrent networks
2015 · External reference
The geometry of robustness in spiking neural networks
10.7554/elife.73276 · 2022 · External reference
Neural oscillations as a signature of efficient coding in the presence of synaptic delays
10.7554/elife.13824 · 2016 · External reference
Toward a unified theory of efficient, predictive, and sparse coding
10.1073/pnas.1711114115 · 2018 · External reference
Stimulus onset quenches neural variability: a widespread cortical phenomenon
10.1038/nn.2501 · 2010 · External reference
Geometry of population activity in spiking networks with low-rank structure
10.1371/journal.pcbi.1011315 · 2023 · External reference
The brain as an efficient and robust adaptive learner
10.1016/j.neuron.2017.05.016 · 2017 · External reference
Efficient codes and balanced networks
10.1038/nn.4243 · 2016 · External reference
The role of population structure in computations through neural dynamics
10.1038/s41593-022-01088-4 · 2022 · External reference
Neural population activity for memory: properties, computations, and codes
10.1016/j.neuron.2025.11.007 · 2026 · External reference
Cortical responses to touch reflect subcortical integration of LTMR signals
10.1038/s41586-021-04094-x · 2021 · External reference
Efficiency and ambiguity in an adaptive neural code
10.1038/35090500 · 2001 · External reference
Optimal dynamic coding by mixed-dimensionality neurons in the head-direction system of bats
10.1038/s41467-018-05562-1 · 2018 · External reference
Sequential transmission of task-relevant information in cortical neuronal networks
10.1016/j.celrep.2022.110878 · 2022 · External reference
10.1097/00001756-200305230-00028
10.1097/00001756-200305230-00028 · 2003 · External reference
Population adaptation in efficient balanced networks
10.7554/elife.46926 · 2019 · External reference
Inhibition dominates sensory responses in the awake cortex
10.1038/nature11665 · 2013 · External reference
Theory of enhanced-by-coincidence neural information transmission
10.1103/9bcy-g5sx · 2025 · External reference
Predictive coding in balanced neural networks with noise, chaos and delays
2020 · External reference
Recurrent networks with soft-thresholding nonlinearities for lightweight coding
10.1016/j.neunet.2017.07.008 · 2017 · External reference
A distributed and efficient population code of mixed selectivity neurons for flexible navigation decisions
10.1038/s41467-023-37804-2 · 2023 · External reference
Efficient coding in biophysically realistic excitatory-inhibitory spiking networks
10.7554/elife.99545.4.sa4 · 2025 · External reference
Computational account of spontaneous activity as a signature of predictive coding
10.1371/journal.pcbi.1005355 · 2017 · External reference
Biologically plausible solutions for spiking networks with efficient coding
10.52202/068431-1498 · 2022 · External reference
A simple coding procedure enhances a neuron's information capacity
10.1515/znc-1981-9-1040 · 1981 · External reference
The cost of cortical computation
10.1016/s0960-9822(03)00135-0 · 2003 · External reference
Linking connectivity, dynamics, and computations in low-rank recurrent neural networks
10.1016/j.neuron.2018.07.003 · 2018 · External reference
Efficient and adaptive sensory codes
10.1038/s41593-021-00846-0 · 2021 · External reference
Synergistic coding of visual information in columnar networks
10.1016/j.neuron.2019.07.006 · 2019 · External reference
Energy limitation as a selective pressure on the evolution of sensory systems
10.1242/jeb.017574 · 2008 · External reference
Instantaneous correlation of excitation and inhibition during ongoing and sensory-evoked activities
10.1038/nn.2105 · 2008 · External reference
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
10.1038/381607a0 · 1996 · External reference
The structures and functions of correlations in neural population codes
10.1038/s41583-022-00606-4 · 2022 · External reference
Correlations and the encoding of information in the nervous system
10.1098/rspb.1999.0736 · 1999 · External reference
Fast efficient coding and sensory adaptation in gain-adaptive recurrent networks
10.1038/s41467-026-73032-0 · 2026 · External reference
Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects
10.1038/4580 · 1999 · External reference
Poisson balanced spiking networks
10.1371/journal.pcbi.1008261 · 2020 · External reference
Fundamental bounds on the fidelity of sensory cortical coding
10.1038/s41586-020-2130-2 · 2020 · External reference
Distinct timescales of population coding across cortex
10.1038/nature23020 · 2017 · External reference
Specialized structure of neural population codes in parietal cortex outputs
10.1038/s41593-025-02095-x · 2025 · External reference
The role of BK-type Ca2+-dependent K+ channels in spike broadening during repetitive firing in rat hippocampal pyramidal cells
10.1111/j.1469-7793.1999.00135.x · 1999 · External reference
Natural image statistics and neural representation
10.1146/annurev.neuro.24.1.1193 · 2001 · External reference
Action potential repolarization and a fast after-hyperpolarization in rat hippocampal pyramidal cells
10.1113/jphysiol.1987.sp016517 · 1987 · External reference
Optimal noise level for coding with tightly balanced networks of spiking neurons in the presence of transmission delays
10.1371/journal.pcbi.1010593 · 2022 · External reference
“Firing rates and representational error in efficient spiking networks are bounded by design,”
2025 · External reference
10.1038/s41593-021-00845-1
10.1038/s41593-021-00845-1 · 2021 · External reference
Computing with spikes: the advantage of fine-grained timing
10.1162/neco_a_01113 · 2018 · External reference
Efficient neural codes under metabolic constraints
2016 · External reference
Efficient and robust coding in heterogeneous recurrent networks
10.1371/journal.pcbi.1008673 · 2021 · External reference
Visual nonclassical receptive field effects emerge from sparse coding in a dynamical system
10.1371/journal.pcbi.1003191 · 2013 · External reference
Sequential transmission of task-relevant information in cortical neuronal networks
10.1016/j.celrep.2022.110878 · ExternalCitation · doi-reference
Recurrent networks with soft-thresholding nonlinearities for lightweight coding
10.1016/j.neunet.2017.07.008 · ExternalCitation · doi-reference
The brain as an efficient and robust adaptive learner
10.1016/j.neuron.2017.05.016 · ExternalCitation · doi-reference
Linking connectivity, dynamics, and computations in low-rank recurrent neural networks
10.1016/j.neuron.2018.07.003 · ExternalCitation · doi-reference
Synergistic coding of visual information in columnar networks
10.1016/j.neuron.2019.07.006 · ExternalCitation · doi-reference
Neural population activity for memory: properties, computations, and codes
10.1016/j.neuron.2025.11.007 · ExternalCitation · doi-reference
The cost of cortical computation
10.1016/s0960-9822(03)00135-0 · ExternalCitation · doi-reference
Some informational aspects of visual perception
10.1037/h0054663 · ExternalCitation · doi-reference
Efficiency and ambiguity in an adaptive neural code
10.1038/35090500 · ExternalCitation · doi-reference
Emergence of simple-cell receptive field properties by learning a sparse code for natural images
10.1038/381607a0 · ExternalCitation · doi-reference
Predictive coding in the visual cortex: a functional interpretation of some extra-classical receptive-field effects
10.1038/4580 · ExternalCitation · doi-reference
Inhibition dominates sensory responses in the awake cortex
10.1038/nature11665 · ExternalCitation · doi-reference
Distinct timescales of population coding across cortex
10.1038/nature23020 · ExternalCitation · doi-reference
Instantaneous correlation of excitation and inhibition during ongoing and sensory-evoked activities
10.1038/nn.2105 · ExternalCitation · doi-reference
Stimulus onset quenches neural variability: a widespread cortical phenomenon
10.1038/nn.2501 · ExternalCitation · doi-reference
Efficient codes and balanced networks
10.1038/nn.4243 · ExternalCitation · doi-reference
Neural correlations, population coding and computation
10.1038/nrn1888 · ExternalCitation · doi-reference
Optimal dynamic coding by mixed-dimensionality neurons in the head-direction system of bats
10.1038/s41467-018-05562-1 · ExternalCitation · doi-reference
A distributed and efficient population code of mixed selectivity neurons for flexible navigation decisions
10.1038/s41467-023-37804-2 · ExternalCitation · doi-reference
Fast efficient coding and sensory adaptation in gain-adaptive recurrent networks
10.1038/s41467-026-73032-0 · ExternalCitation · doi-reference
The structures and functions of correlations in neural population codes
10.1038/s41583-022-00606-4 · ExternalCitation · doi-reference
Fundamental bounds on the fidelity of sensory cortical coding
10.1038/s41586-020-2130-2 · ExternalCitation · doi-reference
Cortical responses to touch reflect subcortical integration of LTMR signals
10.1038/s41586-021-04094-x · ExternalCitation · doi-reference
10.1038/s41593-021-00845-1
10.1038/s41593-021-00845-1 · ExternalCitation · doi-reference
Efficient and adaptive sensory codes
10.1038/s41593-021-00846-0 · ExternalCitation · doi-reference
The role of population structure in computations through neural dynamics
10.1038/s41593-022-01088-4 · ExternalCitation · doi-reference
Specialized structure of neural population codes in parietal cortex outputs
10.1038/s41593-025-02095-x · ExternalCitation · doi-reference
Toward a unified theory of efficient, predictive, and sparse coding
10.1073/pnas.1711114115 · ExternalCitation · doi-reference
10.1097/00001756-200305230-00028
10.1097/00001756-200305230-00028 · ExternalCitation · doi-reference
An energy budget for signaling in the grey matter of the brain
10.1097/00004647-200110000-00001 · ExternalCitation · doi-reference
Correlations and the encoding of information in the nervous system
10.1098/rspb.1999.0736 · ExternalCitation · doi-reference
Theory of enhanced-by-coincidence neural information transmission
10.1103/9bcy-g5sx · ExternalCitation · doi-reference
The role of BK-type Ca2+-dependent K+ channels in spike broadening during repetitive firing in rat hippocampal pyramidal cells
10.1111/j.1469-7793.1999.00135.x · ExternalCitation · doi-reference
Action potential repolarization and a fast after-hyperpolarization in rat hippocampal pyramidal cells
10.1113/jphysiol.1987.sp016517 · ExternalCitation · doi-reference
Natural image statistics and neural representation
10.1146/annurev.neuro.24.1.1193 · ExternalCitation · doi-reference
Effects of noise correlations on information encoding and decoding
10.1152/jn.00919.2005 · ExternalCitation · doi-reference
The effect of correlated variability on the accuracy of a population code
10.1162/089976699300016827 · ExternalCitation · doi-reference
Computing with spikes: the advantage of fine-grained timing
10.1162/neco_a_01113 · ExternalCitation · doi-reference
Energy limitation as a selective pressure on the evolution of sensory systems
10.1242/jeb.017574 · ExternalCitation · doi-reference
Visual nonclassical receptive field effects emerge from sparse coding in a dynamical system
10.1371/journal.pcbi.1003191 · ExternalCitation · doi-reference
Predictive coding of dynamical variables in balanced spiking networks
10.1371/journal.pcbi.1003258 · ExternalCitation · doi-reference
Computational account of spontaneous activity as a signature of predictive coding
10.1371/journal.pcbi.1005355 · ExternalCitation · doi-reference
Poisson balanced spiking networks
10.1371/journal.pcbi.1008261 · ExternalCitation · doi-reference
Efficient and robust coding in heterogeneous recurrent networks
10.1371/journal.pcbi.1008673 · ExternalCitation · doi-reference
Optimal noise level for coding with tightly balanced networks of spiking neurons in the presence of transmission delays
10.1371/journal.pcbi.1010593 · ExternalCitation · doi-reference
Geometry of population activity in spiking networks with low-rank structure
10.1371/journal.pcbi.1011315 · ExternalCitation · doi-reference
A simple coding procedure enhances a neuron's information capacity
10.1515/znc-1981-9-1040 · ExternalCitation · doi-reference
Information-Limiting Correlations in Large Neural Populations
10.1523/jneurosci.2072-19.2019 · ExternalCitation · doi-reference
“Learning nonlinear dynamics in efficient, balanced spiking networks using local plasticity rules,”
10.1609/aaai.v32i1.11320 · ExternalCitation · doi-reference
Biologically plausible solutions for spiking networks with efficient coding
10.52202/068431-1498 · ExternalCitation · doi-reference
Optimal compensation for neuron loss
10.7554/elife.12454 · ExternalCitation · doi-reference
Neural oscillations as a signature of efficient coding in the presence of synaptic delays
10.7554/elife.13824 · ExternalCitation · doi-reference
Population adaptation in efficient balanced networks
10.7554/elife.46926 · ExternalCitation · doi-reference
The geometry of robustness in spiking neural networks
10.7554/elife.73276 · ExternalCitation · doi-reference
Efficient coding in biophysically realistic excitatory-inhibitory spiking networks
10.7554/elife.99545.4.sa4 · ExternalCitation · doi-reference
