Search Results for author: Vojtěch Vančura

Found 2 papers, 1 papers with code

SimpleTRON: Simple Transformer with O(N) Complexity

no code implementations23 Nov 2021 Uladzislau Yorsh, Alexander Kovalenko, Vojtěch Vančura, Daniel Vašata, Pavel Kordík, Tomáš Mikolov

In this paper, we propose that the dot product pairwise matching attention layer, which is widely used in Transformer-based models, is redundant for the model performance.

Text Classification

Deep Variational Autoencoder with Shallow Parallel Path for Top-N Recommendation (VASP)

1 code implementation10 Feb 2021 Vojtěch Vančura, Pavel Kordík

Recently introduced EASE algorithm presents a simple and elegant way, how to solve the top-N recommendation task.

 Ranked #1 on Recommendation Systems on MovieLens 20M (using extra training data)

Recommendation Systems

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