Johanni Brea

Johanni Brea

École Polytechnique Fédérale de Lausanne

H-index: 17

Europe-Switzerland

About Johanni Brea

Johanni Brea, With an exceptional h-index of 17 and a recent h-index of 17 (since 2020), a distinguished researcher at École Polytechnique Fédérale de Lausanne,

His recent articles reflect a diverse array of research interests and contributions to the field:

Should Under-parameterized Student Networks Copy or Average Teacher Weights?

MLPGradientFlow: going with the flow of multilayer perceptrons (and finding minima fast and accurately)

Surprise and novelty in the brain

Computational models of episodic-like memory in food-caching birds

Expand-and-Cluster: Exact Parameter Recovery of Neural Networks

Convergence of redundancy-free spiking neural networks to rate networks

Neural NID Rules

Brain signals of a Surprise-Actor-Critic model: Evidence for multiple learning modules in human decision making

Johanni Brea Information

University

Position

post-doc Laboratory of Computational Neuroscience

Citations(all)

1120

Citations(since 2020)

925

Cited By

466

hIndex(all)

17

hIndex(since 2020)

17

i10Index(all)

18

i10Index(since 2020)

18

Email

University Profile Page

École Polytechnique Fédérale de Lausanne

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Top articles of Johanni Brea

Title

Journal

Author(s)

Publication Date

Should Under-parameterized Student Networks Copy or Average Teacher Weights?

Advances in Neural Information Processing Systems

Berfin Simsek

Amire Bendjeddou

Wulfram Gerstner

Johanni Brea

2024/2/13

MLPGradientFlow: going with the flow of multilayer perceptrons (and finding minima fast and accurately)

arXiv preprint arXiv:2301.10638

Johanni Brea

Flavio Martinelli

Berfin Şimşek

Wulfram Gerstner

2023/1/25

Surprise and novelty in the brain

Alireza Modirshanechi

Sophia Becker

Johanni Brea

Wulfram Gerstner

2023/10/1

Computational models of episodic-like memory in food-caching birds

Nature Communications

Johanni Brea

Nicola S Clayton

Wulfram Gerstner

2023/5/23

Expand-and-Cluster: Exact Parameter Recovery of Neural Networks

arXiv preprint arXiv:2304.12794

Flavio Martinelli

Berfin Simsek

Johanni Brea

Wulfram Gerstner

2023/4/25

Convergence of redundancy-free spiking neural networks to rate networks

arXiv preprint arXiv:2303.05174

Valentin Schmutz

Johanni Brea

Wulfram Gerstner

2023/3/9

Neural NID Rules

arXiv preprint arXiv:2202.06036

Luca Viano

Johanni Brea

2022/2/12

Brain signals of a Surprise-Actor-Critic model: Evidence for multiple learning modules in human decision making

NeuroImage

Vasiliki Liakoni

Marco P Lehmann

Alireza Modirshanechi

Johanni Brea

Antoine Lutti

...

2022/2/1

Kernel Memory Networks: A Unifying Framework for Memory Modeling

Advances in Neural Information Processing Systems

Georgios Iatropoulos

Johanni Brea

Wulfram Gerstner

2022/12/6

Remembering the “when”: Hebbian memory models for the time of past events

bioRxiv

Johanni Brea

Alireza Modirshanechi

Georgios Iatropoulos

Wulfram Gerstner

2022/11/29

A taxonomy of surprise definitions

Journal of Mathematical Psychology

Alireza Modirshanechi

Johanni Brea

Wulfram Gerstner

2022/9/1

GaussianProcesses. jl: A Nonparametric Bayes Package for the Julia Language

Journal of Statistical Software

Jamie Fairbrother

Christopher Nemeth

Maxime Rischard

Johanni Brea

Thomas Pinder

2022/4/30

Geometry of the loss landscape in overparameterized neural networks: Symmetries and invariances

Berfin Simsek

François Ged

Arthur Jacot

Francesco Spadaro

Clément Hongler

...

2021/7/1

Learning in Volatile Environments With the Bayes Factor Surprise

Neural Computation

Vasiliki Liakoni*

Alireza Modirshanechi*

Wulfram Gerstner

Johanni Brea

2021/2

Fitting summary statistics of neural data with a differentiable spiking network simulator

Advances in Neural Information Processing Systems

Guillaume Bellec*

Shuqi Wang*

Alireza Modirshanechi

Johanni Brea

Wulfram Gerstner

2021/6/18

Testing two competing hypotheses for Eurasian jays’ caching for the future

Scientific reports

Piero Amodio

Johanni Brea

Benjamin G Farrar

Ljerka Ostojić

Nicola S Clayton

2021/1/12

Surprise: a unified theory and experimental predictions

bioRxiv

Alireza Modirshanechi

Johanni Brea

Wulfram Gerstner

2021/11/4

Learning Abstract Representations in Reinforcement Learning via Model Sparsity

Sergei Volodin

Wulfram Gerstner

Johanni Brea

2021/7/19

On the choice of metric in gradient-based theories of brain function

PLoS computational biology

Simone Carlo Surace

Jean-Pascal Pfister

Wulfram Gerstner

Johanni Brea

2020/4/9

See List of Professors in Johanni Brea University(École Polytechnique Fédérale de Lausanne)