1 code implementation • 27 Sep 2023 • Michał Daniluk, Jacek Dąbrowski
We outline our observations and propose a trivial optimization-free baseline of "recently popular nodes" outperforming other methods on medium and large-size datasets in the Temporal Graph Benchmark.
no code implementations • 10 Aug 2022 • Sergiy Tkachuk, Anna Wróblewska, Jacek Dąbrowski, Szymon Łukasik
Recent years brought an increasing interest in the application of machine learning algorithms in e-commerce, omnichannel marketing, and the sales industry.
1 code implementation • 23 Sep 2021 • Michał Daniluk, Jacek Dąbrowski, Barbara Rychalska, Konrad Gołuchowski
Each data point contains multiple sources of information, such as tweet text along with engagement features, user features, and tweet features.
1 code implementation • 22 Feb 2021 • Michał Daniluk, Barbara Rychalska, Konrad Gołuchowski, Jacek Dąbrowski
The recently proposed EMDE (Efficient Manifold Density Estimator) model achieves state of-the-art results in session-based recommendation.
2 code implementations • 3 Feb 2021 • Barbara Rychalska, Piotr Bąbel, Konrad Gołuchowski, Andrzej Michałowski, Jacek Dąbrowski
We show that Cleora learns a data abstraction that is similar to contrastive methods, yet at much lower computational cost.
Ranked #2 on Node Classification on YouTube
no code implementations • 9 Jun 2020 • Barbara Rychalska, Dominika Basaj, Jacek Dąbrowski, Michał Daniluk
Recently, the Efficient Manifold Density Estimator (EMDE) model has been introduced.
2 code implementations • 2 Jun 2020 • Jacek Dąbrowski, Barbara Rychalska, Michał Daniluk, Dominika Basaj, Konrad Gołuchowski, Piotr Babel, Andrzej Michałowski, Adam Jakubowski
Many unsupervised representation learning methods belong to the class of similarity learning models.
Ranked #1 on Session-Based Recommendations on yoochoose1 (using extra training data)