Friedrich T. Sommer

92 papers Misc 1Journal 78Unranked 12

Year	Rank	Type	Title / Venue / Authors
2025	—	`conf`	A Grid Cell-Inspired Structured Vector Algebra for Cognitive Maps. NICE Sven Krausse, Emre Neftci, Friedrich T. Sommer, Alpha Renner
2025	J	`jnl`	A Grid Cell-Inspired Structured Vector Algebra for Cognitive Maps. CoRR Sven Krausse, Emre Neftci, Friedrich T. Sommer, Alpha Renner
2025	J	`jnl`	High-resolution spatial memory requires grid-cell-like neural codes. CoRR Madison Cotteret, Christopher J. Kymn, Hugh Greatorex, Martin Ziegler, Elisabetta Chicca, Friedrich T. Sommer
2025	J	`jnl`	Learning controllable dynamics through informative exploration. CoRR Peter N. Loxley, Friedrich T. Sommer
2025	J	`jnl`	Towards a Comprehensive Theory of Reservoir Computing. CoRR Denis Kleyko, Christopher J. Kymn, Edward Paxon Frady, Amy Loutfi, Friedrich T. Sommer
2024	J	`jnl`	Binding in hippocampal-entorhinal circuits enables compositionality in cognitive maps. CoRR Christopher J. Kymn, Sonia Mazelet, Anthony Thomas, Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen
2024	J	`jnl`	Computing With Residue Numbers in High-Dimensional Representation. Neural Comput. Christopher J. Kymn, Denis Kleyko, Edward Paxon Frady, Connor Bybee, Pentti Kanerva, Friedrich T. Sommer, Bruno A. Olshausen
2024	J	`jnl`	Neuromorphic visual scene understanding with resonator networks. Nat. Mac. Intell. Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Bruno A. Olshausen, Yulia Sandamirskaya, Friedrich T. Sommer, Edward Paxon Frady
2024	J	`jnl`	Perceptron Theory Can Predict the Accuracy of Neural Networks. IEEE Trans. Neural Networks Learn. Syst. Denis Kleyko, Antonello Rosato, Edward Paxon Frady, Massimo Panella, Friedrich T. Sommer
2024	J	`jnl`	Visual odometry with neuromorphic resonator networks. Nat. Mac. Intell. Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Edward Paxon Frady, Friedrich T. Sommer, Yulia Sandamirskaya
2023	J	`jnl`	Computing with Residue Numbers in High-Dimensional Representation. CoRR Christopher J. Kymn, Denis Kleyko, Edward Paxon Frady, Connor Bybee, Pentti Kanerva, Friedrich T. Sommer, Bruno A. Olshausen
2023	J	`jnl`	Efficient Decoding of Compositional Structure in Holistic Representations. CoRR Denis Kleyko, Connor Bybee, Ping-Chen Huang, Christopher J. Kymn, Bruno A. Olshausen, Edward Paxon Frady, Friedrich T. Sommer
2023	J	`jnl`	Efficient Decoding of Compositional Structure in Holistic Representations. Neural Comput. Denis Kleyko, Connor Bybee, Ping-Chen Huang, Christopher J. Kymn, Bruno A. Olshausen, Edward Paxon Frady, Friedrich T. Sommer
2023	J	`jnl`	Learning Energy-Based Models in High-Dimensional Spaces with Multiscale Denoising-Score Matching. Entropy Zengyi Li, Yubei Chen, Friedrich T. Sommer
2023	J	`jnl`	Learning and generalization of compositional representations of visual scenes. CoRR Edward Paxon Frady, Spencer J. Kent, Quinn Tran, Pentti Kanerva, Bruno A. Olshausen, Friedrich T. Sommer
2023	J	`jnl`	Variable Binding for Sparse Distributed Representations: Theory and Applications. IEEE Trans. Neural Networks Learn. Syst. Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer
2022	J	`jnl`	A probabilistic latent variable model for detecting structure in binary data. CoRR Christopher Warner, Kiersten Ruda, Friedrich T. Sommer
2022	J	`jnl`	Cellular Automata Can Reduce Memory Requirements of Collective-State Computing. IEEE Trans. Neural Networks Learn. Syst. Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer
2022	—	`conf`	Computing on Functions Using Randomized Vector Representations (in brief). NICE Edward Paxon Frady, Denis Kleyko, Christopher J. Kymn, Bruno A. Olshausen, Friedrich T. Sommer
2022	J	`jnl`	Cross-Frequency Coupling Increases Memory Capacity in Oscillatory Neural Networks. CoRR Connor Bybee, Alexander Belsten, Friedrich T. Sommer
2022	J	`jnl`	Deep Learning in Spiking Phasor Neural Networks. CoRR Connor Bybee, Edward Paxon Frady, Friedrich T. Sommer
2022	J	`jnl`	Efficient Neuromorphic Signal Processing with Resonator Neurons. J. Signal Process. Syst. Edward Paxon Frady, Sophia Sanborn, Sumit Bam Shrestha, Daniel Ben Dayan Rubin, Garrick Orchard, Friedrich T. Sommer, Mike Davies
2022	J	`jnl`	Efficient Optimization with Higher-Order Ising Machines. CoRR Connor Bybee, Denis Kleyko, Dmitri E. Nikonov, Amir Khosrowshahi, Bruno A. Olshausen, Friedrich T. Sommer
2022	—	`conf`	Integer Factorization with Compositional Distributed Representations. NICE Denis Kleyko, Connor Bybee, Christopher J. Kymn, Bruno A. Olshausen, Amir Khosrowshahi, Dmitri E. Nikonov, Friedrich T. Sommer, Edward Paxon Frady
2022	J	`jnl`	Integer Factorization with Compositional Distributed Representations. CoRR Denis Kleyko, Connor Bybee, Christopher J. Kymn, Bruno A. Olshausen, Amir Khosrowshahi, Dmitri E. Nikonov, Friedrich T. Sommer, Edward Paxon Frady
2022	J	`jnl`	Is Neuroscience FAIR? A Call for Collaborative Standardisation of Neuroscience Data. Neuroinformatics Jean-Baptiste Poline, David N. Kennedy, Friedrich T. Sommer, Giorgio A. Ascoli, David C. Van Essen, Adam R. Ferguson, Jeffrey S. Grethe, Michael Hawrylycz, Paul M. Thompson, Russell A. Poldrack, Satrajit S. Ghosh, David B. Keator, Thomas L. Athey, Joshua T. Vogelstein, Helen S. Mayberg, Maryann E. Martone
2022	J	`jnl`	Neural Manifold Clustering and Embedding. CoRR Zengyi Li, Yubei Chen, Yann LeCun, Friedrich T. Sommer
2022	J	`jnl`	Neuromorphic Visual Odometry with Resonator Networks. CoRR Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Edward Paxon Frady, Friedrich T. Sommer, Yulia Sandamirskaya
2022	J	`jnl`	Neuromorphic Visual Scene Understanding with Resonator Networks. CoRR Alpha Renner, Lazar Supic, Andreea Danielescu, Giacomo Indiveri, Bruno A. Olshausen, Yulia Sandamirskaya, Friedrich T. Sommer, Edward Paxon Frady
2022	—	`conf`	Optimal Oscillator Memory Networks. NICE Connor Bybee, Friedrich T. Sommer
2022	—	`conf`	Sparse Vector Binding on Spiking Neuromorphic Hardware Using Synaptic Delays. ICONS Alpha Renner, Yulia Sandamirskaya, Friedrich T. Sommer, Edward Paxon Frady
2022	J	`jnl`	Vector Symbolic Architectures as a Computing Framework for Emerging Hardware. Proc. IEEE Denis Kleyko, Mike Davies, Edward Paxon Frady, Pentti Kanerva, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov, Jan M. Rabaey, Dmitri A. Rachkovskij, Abbas Rahimi, Friedrich T. Sommer
2021	J	`jnl`	A Neural Network MCMC Sampler That Maximizes Proposal Entropy. Entropy Zengyi Li, Yubei Chen, Friedrich T. Sommer
2021	J	`jnl`	Computing on Functions Using Randomized Vector Representations. CoRR Edward Paxon Frady, Denis Kleyko, Christopher J. Kymn, Bruno A. Olshausen, Friedrich T. Sommer
2021	—	`conf`	Efficient Neuromorphic Signal Processing with Loihi 2. SiPS Garrick Orchard, Edward Paxon Frady, Daniel Ben Dayan Rubin, Sophia Sanborn, Sumit Bam Shrestha, Friedrich T. Sommer, Mike Davies
2021	J	`jnl`	Efficient Neuromorphic Signal Processing with Loihi 2. CoRR Garrick Orchard, Edward Paxon Frady, Daniel Ben Dayan Rubin, Sophia Sanborn, Sumit Bam Shrestha, Friedrich T. Sommer, Mike Davies
2021	J	`jnl`	Vector Symbolic Architectures as a Computing Framework for Nanoscale Hardware. CoRR Denis Kleyko, Mike Davies, Edward Paxon Frady, Pentti Kanerva, Spencer J. Kent, Bruno A. Olshausen, Evgeny Osipov, Jan M. Rabaey, Dmitri A. Rachkovskij, Abbas Rahimi, Friedrich T. Sommer
2020	J	`jnl`	A Model for Image Segmentation in Retina. CoRR Christopher Warner, Friedrich T. Sommer
2020	J	`jnl`	A Neural Network MCMC sampler that maximizes Proposal Entropy. CoRR Zengyi Li, Yubei Chen, Friedrich T. Sommer
2020	J	`jnl`	Cellular Automata Can Reduce Memory Requirements of Collective-State Computing. CoRR Denis Kleyko, Edward Paxon Frady, Friedrich T. Sommer
2020	J	`jnl`	Complex Amplitude-Phase Boltzmann Machines. CoRR Zengyi Li, Friedrich T. Sommer
2020	J	`jnl`	NWB Query Engines: Tools to Search Data Stored in Neurodata Without Borders Format. Frontiers Neuroinformatics Petr Jezek, Jeffrey L. Teeters, Friedrich T. Sommer
2020	—	`conf`	Neuromorphic Nearest Neighbor Search Using Intel's Pohoiki Springs. NICE Edward Paxon Frady, Garrick Orchard, David Florey, Nabil Imam, Ruokun Liu, Joyesh Mishra, Jonathan Tse, Andreas Wild, Friedrich T. Sommer, Mike Davies
2020	J	`jnl`	Neuromorphic Nearest-Neighbor Search Using Intel's Pohoiki Springs. CoRR Edward Paxon Frady, Garrick Orchard, David Florey, Nabil Imam, Ruokun Liu, Joyesh Mishra, Jonathan Tse, Andreas Wild, Friedrich T. Sommer, Mike Davies
2020	J	`jnl`	Perceptron Theory for Predicting the Accuracy of Neural Networks. CoRR Denis Kleyko, Antonello Rosato, Edward Paxon Frady, Massimo Panella, Friedrich T. Sommer
2020	J	`jnl`	Resonator Networks, 1: An Efficient Solution for Factoring High-Dimensional, Distributed Representations of Data Structures. Neural Comput. Edward Paxon Frady, Spencer J. Kent, Bruno A. Olshausen, Friedrich T. Sommer
2020	J	`jnl`	Resonator Networks, 2: Factorization Performance and Capacity Compared to Optimization-Based Methods. Neural Comput. Spencer J. Kent, Edward Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen
2020	J	`jnl`	Resonator networks for factoring distributed representations of data structures. CoRR Edward Paxon Frady, Spencer J. Kent, Bruno A. Olshausen, Friedrich T. Sommer
2020	J	`jnl`	Variable Binding for Sparse Distributed Representations: Theory and Applications. CoRR Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer
2019	J	`jnl`	Annealed Denoising Score Matching: Learning Energy-Based Models in High-Dimensional Spaces. CoRR Zengyi Li, Yubei Chen, Friedrich T. Sommer
2019	J	`jnl`	Information integration in large brain networks. PLoS Comput. Biol. Daniel Toker, Friedrich T. Sommer
2019	J	`jnl`	Learning Overcomplete, Low Coherence Dictionaries with Linear Inference. J. Mach. Learn. Res. Jesse A. Livezey, Alejandro F. Bujan, Friedrich T. Sommer
2019	J	`jnl`	Resonator Circuits for factoring high-dimensional vectors. CoRR Spencer J. Kent, Edward Paxon Frady, Friedrich T. Sommer, Bruno A. Olshausen
2019	J	`jnl`	Robust computation with rhythmic spike patterns. CoRR Edward Paxon Frady, Friedrich T. Sommer
2018	J	`jnl`	A Theory of Sequence Indexing and Working Memory in Recurrent Neural Networks. Neural Comput. Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer
2018	J	`jnl`	A theory of sequence indexing and working memory in recurrent neural networks. CoRR Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer
2018	J	`jnl`	International Neuroscience Initiatives through the Lens of High-Performance Computing. Computer Kristofer E. Bouchard, James B. Aimone, Miyoung Chun, Thomas Dean, Michael Denker, Markus Diesmann, David Donofrio, Loren M. Frank, Narayanan Kasthuri, Christof Koch, Oliver Rübel, Horst D. Simon, Friedrich T. Sommer, Prabhat
2017	—	`conf`	Sparse coding of ECoG signals identifies interpretable components for speech control in human sensorimotor cortex. EMBC Kristofer E. Bouchard, Alejandro F. Bujan, Edward F. Chang, Friedrich T. Sommer
2017	J	`jnl`	Theory of the superposition principle for randomized connectionist representations in neural networks. CoRR Edward Paxon Frady, Denis Kleyko, Friedrich T. Sommer
2016	J	`jnl`	On degeneracy control in overcomplete ICA. CoRR Jesse A. Livezey, Alejandro F. Bujan, Friedrich T. Sommer
2016	J	`jnl`	Requirements for storing electrophysiology data. CoRR Friedrich T. Sommer, Thomas Wachtler, Jeffrey L. Teeters, Jan Benda, Andrew P. Davison, Stephen J. Eglen, Richard C. Gerkin, Jeffrey S. Grethe, Jan Grewe, Kenneth D. Harris, Christian Johannes Kellner, Yann Le Franc, Roman Moucek, Dimiter Prodanov, Robert Pröpper, Hyrum L. Sessions, Leslie Smith, Andrey Sobolev, Adrian Stoewer, Barry Wark
2015	J	`jnl`	When Can Dictionary Learning Uniquely Recover Sparse Data From Subsamples? IEEE Trans. Inf. Theory Christopher J. Hillar, Friedrich T. Sommer
2011	J	`jnl`	Learning in embodied action-perception loops through exploration CoRR Daniel Y. Little, Friedrich T. Sommer
2010	Misc	`conf`	Adaptive compressed sensing - A new class of self-organizing coding models for neuroscience. ICASSP William K. Coulter, Christopher J. Hillar, Guy Isley, Friedrich T. Sommer
2010	—	`conf`	Deciphering subsampled data: adaptive compressive sampling as a principle of brain communication. NIPS Guy Isley, Christopher J. Hillar, Friedrich T. Sommer
2010	J	`jnl`	Memory Capacities for Synaptic and Structural Plasticity. Neural Comput. Andreas Knoblauch, Günther Palm, Friedrich T. Sommer
2009	J	`jnl`	Learning Bimodal Structure in Audio-Visual Data. IEEE Trans. Neural Networks Gianluca Monaci, Pierre Vandergheynst, Friedrich T. Sommer
2008	J	`jnl`	Data Sharing for Computational Neuroscience. Neuroinformatics Jeffrey L. Teeters, Kenneth D. Harris, K. Jarrod Millman, Bruno A. Olshausen, Friedrich T. Sommer
2008	J	`jnl`	Information transmission in oscillatory neural activity CoRR Kilian Koepsell, Friedrich T. Sommer
2008	J	`jnl`	Information transmission in oscillatory neural activity. Biol. Cybern. Kilian Koepsell, Friedrich T. Sommer
2008	—	`conf`	Learning sparse generative models of audiovisual signals. EUSIPCO Gianluca Monaci, Friedrich T. Sommer, Pierre Vandergheynst
2007	J	`jnl`	A network that uses few active neurones to code visual input predicts the diverse shapes of cortical receptive fields. J. Comput. Neurosci. Martin Rehn, Friedrich T. Sommer
2006	J	`jnl`	Storing and restoring visual input with collaborative rank coding and associative memory. Neurocomputing Martin Rehn, Friedrich T. Sommer
2005	J	`jnl`	Computing with inter-spike interval codes in networks of integrate and fire neurons. Neurocomputing Dileep George, Friedrich T. Sommer
2005	J	`jnl`	Synfire chains with conductance-based neurons: internal timing and coordination with timed input. Neurocomputing Friedrich T. Sommer, Thomas Wennekers
2004	J	`jnl`	Spike-timing-dependent synaptic plasticity can form "zero lag links" for cortical oscillations. Neurocomputing Andreas Knoblauch, Friedrich T. Sommer
2003	J	`jnl`	Editorial: Cell assemblies. Theory Biosci. Thomas Wennekers, Friedrich T. Sommer, Ad Aertsen
2003	J	`jnl`	Models of distributed associative memory networks in the brain. Theory Biosci. Friedrich T. Sommer, Thomas Wennekers
2003	J	`jnl`	Synaptic plasticity, conduction delays, and inter-areal phase relations of spike activity in a model of reciprocally connected areas. Neurocomputing Andreas Knoblauch, Friedrich T. Sommer
2003	J	`jnl`	The impact of thalamo-cortical projections on activity spread in cortex. Neurocomputing Volker Schmitt, Rolf Kötter, Friedrich T. Sommer
2002	—	`conf`	Dynamische Clusteranalyse von [ Bildverarbeitung für die Medizin Axel Baune, Gerhard Glatting, Jochen Karitzky, Friedrich T. Sommer
2002	J	`jnl`	Is voltage-dependent synaptic transmission in NMDA receptors a robust mechanism for working memory? Neurocomputing Andreas Knoblauch, Thomas Wennekers, Friedrich T. Sommer
2001	J	`jnl`	Associative memory in a pair of cortical cell groups with reciprocal projections. Neurocomputing Friedrich T. Sommer, Thomas Wennekers
2001	J	`jnl`	Associative memory in networks of spiking neurons. Neural Networks Friedrich T. Sommer, Thomas Wennekers
2001	J	`jnl`	Coexistence of short and long term memory in a model network of realistic neurons. Neurocomputing Urs Vollmer, Friedrich T. Sommer
2000	J	`jnl`	On cell assemblies in a cortical column. Neurocomputing Friedrich T. Sommer
1999	J	`jnl`	Gamma-oscillations support optimal retrieval in associative memories of two-compartment neurons. Neurocomputing Thomas Wennekers, Friedrich T. Sommer
1999	J	`jnl`	Improved bidirectional retrieval of sparse patterns stored by Hebbian learning. Neural Networks Friedrich T. Sommer, Günther Palm
1998	J	`jnl`	Bayesian retrieval in associative memories with storage errors. IEEE Trans. Neural Networks Friedrich T. Sommer, Peter Dayan
1997	—	`conf`	Bidirectional Retrieval from Associative Memory. NIPS Friedrich T. Sommer, Günther Palm
1996	J	`jnl`	Iterative retrieval of sparsely coded associative memory patterns. Neural Networks Friedhelm Schwenker, Friedrich T. Sommer, Günther Palm
1994	—	`—`	Theorie neuronaler Assoziativspeicher: lokales Lernen und iteratives Retrieval von Information. Friedrich T. Sommer