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researcher

Nikolay Manchev

2 papers hereh-index 362 citations5 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • cs.NE1

identity via Semantic Scholar / OpenAlex

most citedOn the biological plausibility of orthogonal initialisation for solving gradient instability in deep neural networks

2 citations · 2 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2025

Can Local Representation Alignment RNNs Solve Temporal Tasks?

Nikolay Manchev, Luis C. Garcia-Peraza-Herrera

Recurrent Neural Networks (RNNs) are commonly used for real-time processing, streaming data, and cases where the amount of training samples is limited. Backpropagation Through Time…

cs.NE2022★ 2 cited

On the biological plausibility of orthogonal initialisation for solving gradient instability in deep neural networks

Nikolay Manchev, Michael Spratling

Initialising the synaptic weights of artificial neural networks (ANNs) with orthogonal matrices is known to alleviate vanishing and exploding gradient problems. A major objection a…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.