83 citations · 220 across the 18 of their papers we have counts for
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A Review of Emerging Research Directions in Abstract Visual Reasoning
Mikołaj Małkiński, Jacek Mańdziuk
Abstract Visual Reasoning (AVR) problems are commonly used to approximate human intelligence. They test the ability of applying previously gained knowledge, experience and skills i…
Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices
Mikołaj Małkiński, Jacek Mańdziuk
Abstract visual reasoning (AVR) domain encompasses problems solving which requires the ability to reason about relations among entities present in a given scene. While humans, gene…
Monte Carlo Tree Search: A Review of Recent Modifications and Applications
Maciej Świechowski, Konrad Godlewski, Bartosz Sawicki +1
Monte Carlo Tree Search (MCTS) is a powerful approach to designing game-playing bots or solving sequential decision problems. The method relies on intelligent tree search that bala…
Multi-Label Contrastive Learning for Abstract Visual Reasoning
Mikołaj Małkiński, Jacek Mańdziuk
For a long time the ability to solve abstract reasoning tasks was considered one of the hallmarks of human intelligence. Recent advances in application of deep learning (DL) method…