110 citations · 116 across the 7 of their papers we have counts for
7 papers
Similarity-based Memory Enhanced Joint Entity and Relation Extraction
Witold Kosciukiewicz, Mateusz Wojcik, Tomasz Kajdanowicz +1
Document-level joint entity and relation extraction is a challenging information extraction problem that requires a unified approach where a single neural network performs four sub…
Classical Out-of-Distribution Detection Methods Benchmark in Text Classification Tasks
Mateusz Baran, Joanna Baran, Mateusz Wójcik +2
State-of-the-art models can perform well in controlled environments, but they often struggle when presented with out-of-distribution (OOD) examples, making OOD detection a critical…
Domain-Agnostic Neural Architecture for Class Incremental Continual Learning in Document Processing Platform
Mateusz Wójcik, Witold Kościukiewicz, Mateusz Baran +2
Production deployments in complex systems require ML architectures to be highly efficient and usable against multiple tasks. Particularly demanding are classification problems in w…
Neural Architecture for Online Ensemble Continual Learning
Mateusz Wójcik, Witold Kościukiewicz, Tomasz Kajdanowicz +1
Continual learning with an increasing number of classes is a challenging task. The difficulty rises when each example is presented exactly once, which requires the model to learn o…
Towards fully automated protein structure elucidation with NMR spectroscopy
Piotr Klukowski, Adam Gonczarek
Nuclear magnetic resonance (NMR) spectroscopy is one of the leading techniques for protein studies. The method features a number of properties, allowing to explain macromolecular i…
Learning Deep Architectures for Interaction Prediction in Structure-based Virtual Screening
Adam Gonczarek, Jakub M. Tomczak, Szymon Zaręba +3
We introduce a deep learning architecture for structure-based virtual screening that generates fixed-sized fingerprints of proteins and small molecules by applying learnable atom c…
Subspace Restricted Boltzmann Machine
Jakub M. Tomczak, Adam Gonczarek
The subspace Restricted Boltzmann Machine (subspaceRBM) is a third-order Boltzmann machine where multiplicative interactions are between one visible and two hidden units. There are…