Dmitri B. Chklovskii
Affiliations:- Simons Foundation
- Howard Hughes Medical Institute, Janelia Farm Research Campus
- Cold Spring Harbor Laboratory
According to our database1,
Dmitri B. Chklovskii
authored at least 83 papers
between 1999 and 2024.
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Bibliography
2024
2023
A linear discriminant analysis model of imbalanced associative learning in the mushroom body compartment.
PLoS Comput. Biol., February, 2023
Duality Principle and Biologically Plausible Learning: Connecting the Representer Theorem and Hebbian Learning.
CoRR, 2023
Unlocking the Potential of Similarity Matching: Scalability, Supervision and Pre-training.
CoRR, 2023
A normative framework for deriving neural networks with multi-compartmental neurons and non-Hebbian plasticity.
CoRR, 2023
CoRR, 2023
CoRR, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the International Conference on Machine Learning, 2023
Interneurons accelerate learning dynamics in recurrent neural networks for statistical adaptation.
Proceedings of the Eleventh International Conference on Learning Representations, 2023
Proceedings of the IEEE International Conference on Acoustics, 2023
2022
CoRR, 2022
Biologically plausible single-layer networks for nonnegative independent component analysis.
Biol. Cybern., 2022
Constrained Predictive Coding as a Biologically Plausible Model of the Cortical Hierarchy.
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2022
2021
A Biologically Plausible Neural Network for Multichannel Canonical Correlation Analysis.
Neural Comput., 2021
A Similarity-preserving Neural Network Trained on Transformed Images Recapitulates Salient Features of the Fly Motion Detection Circuit.
CoRR, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
2020
A biologically plausible neural network for local supervision in cortical microcircuits.
CoRR, 2020
Bio-NICA: A biologically inspired single-layer network for Nonnegative Independent Component Analysis.
CoRR, 2020
A biologically plausible neural network for multi-channel Canonical Correlation Analysis.
CoRR, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020
2019
Neuroscience-Inspired Online Unsupervised Learning Algorithms: Artificial neural networks.
IEEE Signal Process. Mag., 2019
A Similarity-preserving Network Trained on Transformed Images Recapitulates Salient Features of the Fly Motion Detection Circuit.
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Strip the Stripes: Artifact Detection and Removal for Scanning Electron Microscopy Imaging.
Proceedings of the IEEE International Conference on Acoustics, 2019
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2019: Theoretical Neural Computation, 2019
2018
Neural Comput., 2018
Clustering is semidefinitely not that hard: Nonnegative SDP for manifold disentangling.
J. Mach. Learn. Res., 2018
Manifold-tiling Localized Receptive Fields are Optimal in Similarity-preserving Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018
Efficient Principal Subspace Projection of Streaming Data Through Fast Similarity Matching.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018
Biologically Plausible Online Principal Component Analysis Without Recurrent Neural Dynamics.
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018
2017
Neural Comput., 2017
The surprising secret identity of the semidefinite relaxation of K-means: manifold learning.
CoRR, 2017
CoRR, 2017
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017
Proceedings of the 51st Asilomar Conference on Signals, Systems, and Computers, 2017
2016
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016
Do retinal ganglion cells project natural scenes to their principal subspace and whiten them?
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016
2015
PLoS Comput. Biol., 2015
A Hebbian/Anti-Hebbian Neural Network for Linear Subspace Learning: A Derivation from Multidimensional Scaling of Streaming Data.
Neural Comput., 2015
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015
Online computation of sparse representations of time varying stimuli using a biologically motivated neural network.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 53rd Annual Allerton Conference on Communication, 2015
2014
Proceedings of the Encyclopedia of Computational Neuroscience, 2014
Proceedings of the IEEE International Conference on Acoustics, 2014
A Hebbian/Anti-Hebbian network derived from online non-negative matrix factorization can cluster and discover sparse features.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014
A Hebbian/Anti-Hebbian network for online sparse dictionary learning derived from symmetric matrix factorization.
Proceedings of the 48th Asilomar Conference on Signals, Systems and Computers, 2014
2013
Electron Microscopy Reconstruction of Brain Structure Using Sparse Representations Over Learned Dictionaries.
IEEE Trans. Medical Imaging, 2013
CoRR, 2013
Proceedings of the Medical Imaging 2013: Image Processing, 2013
Proceedings of the 2013 Asilomar Conference on Signals, 2013
2012
A Network of Spiking Neurons for Computing Sparse Representations in an Energy-Efficient Way.
Neural Comput., 2012
CoRR, 2012
Super-resolution using Sparse Representations over Learned Dictionaries: Reconstruction of Brain Structure using Electron Microscopy.
CoRR, 2012
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
A mechanistic model of early sensory processing based on subtracting sparse representations.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
"Neuronal spike generation mechanism as an oversampling, noise-shaping A-to-D converter".
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012
2011
PLoS Comput. Biol., 2011
High Resolution Segmentation of Neuronal Tissues from Low Depth-Resolution EM Imagery.
Proceedings of the Energy Minimazation Methods in Computer Vision and Pattern Recognition, 2011
2010
Over-complete representations on recurrent neural networks can support persistent percepts.
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010
Increasing depth resolution of electron microscopy of neural circuits using sparse tomographic reconstruction.
Proceedings of the Twenty-Third IEEE Conference on Computer Vision and Pattern Recognition, 2010
2009
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009
2008
Proceedings of the 2008 International Conference on Computer-Aided Design, 2008
2006
Proceedings of the 2006 International Symposium on Physical Design, 2006
2005
Segregation of the Brain into Gray and White Matter: A Design Minimizing Conduction Delays.
PLoS Comput. Biol., 2005
2004
Neurocomputing, 2004
Proceedings of the Sixth International Workshop on System-Level Interconnect Prediction (SLIP 2004), 2004
2002
Neurocomputing, 2002
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002
1999
Ocular dominance patterns in mammalian visual cortex: A wire length minimization approach
CoRR, 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999
Proceedings of the Advances in Neural Information Processing Systems 12, [NIPS Conference, Denver, Colorado, USA, November 29, 1999