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Kyriacos Nikiforou

2 accepted papers

2023

Neural Algorithmic Reasoning with Causal Regularisation

ICML 2023poster

Recent work on neural algorithmic reasoning has investigated the reasoning capabilities of neural networks, effectively demonstrating they can learn to execute classical algorithms on unseen data coming from the train distribution. However, the performance of existing neural reasoners significantly…

Cited by 30SourcePDFScholar
2020

An Explicitly Relational Neural Network Architecture

ICML 2020poster

With a view to bridging the gap between deep learning and symbolic AI, we present a novel end-to-end neural network architecture that learns to form propositional representations with an explicitly relational structure from raw pixel data. In order to evaluate and analyse the architecture, we introd…

Cited by 82SourcePDFScholar