38 citations · 70 across the 3 of their papers we have counts for
3 papers
On Latent Distributions Without Finite Mean in Generative Models
Damian Leśniak, Igor Sieradzki, Igor Podolak
We investigate the properties of multidimensional probability distributions in the context of latent space prior distributions of implicit generative models. Our work revolves arou…
How to evaluate word embeddings? On importance of data efficiency and simple supervised tasks
Stanisław Jastrzebski, Damian Leśniak, Wojciech Marian Czarnecki
Maybe the single most important goal of representation learning is making subsequent learning faster. Surprisingly, this fact is not well reflected in the way embeddings are evalua…
Learning to SMILE(S)
Stanisław Jastrzębski, Damian Leśniak, Wojciech Marian Czarnecki
This paper shows how one can directly apply natural language processing (NLP) methods to classification problems in cheminformatics. Connection between these seemingly separate fie…