JuLib | Articles & more - {"Computational Principles"}

1

Talk (non-conference)

A statistical perspective on learning of time series in neural networks

Nestler, Sandra
2023

“...Computational Principles...”

2

Poster

Dendritic modulation for multitask representation learning in deep feedforward networks

Wybo, Willem
2023

“...Computational Principles...”
OpenAccess

3

Journal Article

A refined information processing capacity metric allows an in-depth analysis of memory and nonlinearity trade-offs in neurocomputational systems

Schulte to Brinke, Tobias
2023

Scientific reports, 13 (2023) 1, S. 10517

“...Computational Principles...”
OpenAccess

4

Journal Article

Statistical temporal pattern extraction by neuronal architecture

Nestler, Sandra
2023

Physical review research, 5 (2023) 3, S. 033177

“...Computational Principles...”
Get full text OpenAccess

5

Journal Article

NMDA-driven dendritic modulation enables multitask representation learning in hierarchical sensory processing pathways

Wybo, Willem A. M.
2023

Proceedings of the National Academy of Sciences of the United States of America, 120 (2023) 32, S. e2300558120

“...Computational Principles...”
Get full text OpenAccess

6

Poster

Neuronal extraction of statistical patterns embedded in time series

Nestler, Sandra
2023

“...Computational Principles...”

7

Talk (non-conference)

Neural networks learning structure in temporal signals

Nestler, Sandra
2023

“...Computational Principles...”

8

Contribution to a book
Contribution to a conference proceedings

Covariance Features Improve Low-Resource Reservoir Computing Performance in Multivariate Time Series Classification

Smys, S.
2022

“...Computational Principles...”

9

Conference Presentation

Low-dimensional activity subspaces emerge from strong recurrency of cortical networks

Dahmen, David
2022

“...Computational Principles...”

10

Conference Presentation

Strong recurrency of cortical networks constrains activity in low-dimensional subspaces

Dahmen, David
2022

“...Computational Principles...”

11

Preprint

Origami in N dimensions: How feed-forward networks manufacture linear separability

Keup, Christian
2022

“...Computational Principles...”
OpenAccess

12

Journal Article

Unified field theoretical approach to deep and recurrent neuronal networks

Segadlo, Kai
2022

Journal of statistical mechanics: theory and experiment, 2022 (2022) 10, S. 103401

“...Computational Principles...”
OpenAccess

13

Journal Article

Meditation-induced effects on whole-brain structural and effective connectivity

De Filippi, Eleonora
2022

Brain structure & function, 227 (2022) 6, S. 2087 - 2102

“...Computational Principles...”
OpenAccess

14

Poster

Unfolding recurrence by Green's functions for optimized reservoir computing

Nestler, Sandra
2022

“...Computational Principles...”
OpenAccess

15

Journal Article

Characteristic columnar connectivity caters to cortical computation: Replication, simulation, and evaluation of a microcircuit model

Schulte to Brinke, Tobias
2022

Frontiers in integrative neuroscience, 16 (2022) S. 923468

“...Computational Principles...”
OpenAccess

16

Talk (non-conference)

Fluctuations, correlations, chaos: dynamics and computation in recurrent networks

Helias, Moritz
2021

“...Computational Principles...”

17

Talk (non-conference)

Statistical physics approach to neuronal dynamics

van Meegen, Alexander
2021

“...Computational Principles...”

18

Talk (non-conference)

Constraining the reservoir: heterogeneity and non-random connectivity in reservoir computing

Morrison, Abigail
2021

“...Computational Principles...”

19

Talk (non-conference)

Neural Computation: Wie können die Neurowissenschaften zu KI beitragen

Morrison, Abigail
2021

“...Computational Principles...”

20

Software

Code and data for:Keup et al. (2021) Transient Chaotic Dimensionality Expansion by Recurrent Networks. PRX 11, 021064

Keup, Christian
2021

“...Computational Principles...”

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