110 citations · 116 across the 7 of their papers we have counts for
3 papers · 1 filter
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…
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…