Search Results for author: Stefan Horoi

Found 4 papers, 0 papers with code

Reliability of CKA as a Similarity Measure in Deep Learning

no code implementations28 Oct 2022 MohammadReza Davari, Stefan Horoi, Amine Natik, Guillaume Lajoie, Guy Wolf, Eugene Belilovsky

Comparing learned neural representations in neural networks is a challenging but important problem, which has been approached in different ways.

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Exploring the Geometry and Topology of Neural Network Loss Landscapes

no code implementations31 Jan 2021 Stefan Horoi, Jessie Huang, Bastian Rieck, Guillaume Lajoie, Guy Wolf, Smita Krishnaswamy

This suggests that qualitative and quantitative examination of the loss landscape geometry could yield insights about neural network generalization performance during training.

Dimensionality Reduction

Advantages of biologically-inspired adaptive neural activation in RNNs during learning

no code implementations22 Jun 2020 Victor Geadah, Giancarlo Kerg, Stefan Horoi, Guy Wolf, Guillaume Lajoie

Dynamic adaptation in single-neuron response plays a fundamental role in neural coding in biological neural networks.

Transfer Learning

Internal representation dynamics and geometry in recurrent neural networks

no code implementations9 Jan 2020 Stefan Horoi, Guillaume Lajoie, Guy Wolf

The efficiency of recurrent neural networks (RNNs) in dealing with sequential data has long been established.

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