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07/08/2023
Parallel Algorithms Align with Neural Execution
Neural algorithmic reasoners are parallel processors. Teaching them sequ...
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05/18/2023
Neural Algorithmic Reasoning for Combinatorial Optimisation
Solving NP-hard/complete combinatorial problems with neural networks is ...
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08/22/2022
Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis
Graph neural networks (GNNs) are highly effective on a variety of graph-...
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01/28/2022
HEAT: Hyperedge Attention Networks
Learning from structured data is a core machine learning task. Commonly,...
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07/15/2021
Algorithmic Concept-based Explainable Reasoning
Recent research on graph neural network (GNN) models successfully applie...
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05/25/2021
LENs: a Python library for Logic Explained Networks
LENs is a Python module integrating a variety of state-of-the-art approa...
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05/22/2020