Search Results - "Dudzik, Andrew"
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1
Grandmaster level in StarCraft II using multi-agent reinforcement learning
Published in Nature (London) (01-11-2019)“…Many real-world applications require artificial agents to compete and coordinate with other agents in complex environments. As a stepping stone to this goal,…”
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Journal Article -
2
Embeddings and immersions of tropical curves
Published in Collectanea mathematica (Barcelona) (2016)“…We construct immersions of trivalent abstract tropical curves in the Euclidean plane and embeddings of all abstract tropical curves in higher dimensional…”
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Journal Article -
3
Graph Neural Networks are Dynamic Programmers
Published 29-03-2022“…Recent advances in neural algorithmic reasoning with graph neural networks (GNNs) are propped up by the notion of algorithmic alignment. Broadly, a neural…”
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Journal Article -
4
Quantales and Hyperstructures: Monads, Mo' Problems
Published 28-07-2017“…We present a theory of lattice-enriched semirings, called quantic semirings, which generalize both quantales and powersets of hyperrings. Using these…”
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Journal Article -
5
Quantales and Hyperstructures
Published 01-01-2016“…We present a theory of lattice-enriched semirings, called quantic semirings, which generalize both quantales and powersets of hyperrings. Using these…”
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Dissertation -
6
Asynchronous Algorithmic Alignment with Cocycles
Published 27-06-2023“…State-of-the-art neural algorithmic reasoners make use of message passing in graph neural networks (GNNs). But typical GNNs blur the distinction between the…”
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Journal Article -
7
Position: Categorical Deep Learning is an Algebraic Theory of All Architectures
Published 23-02-2024“…We present our position on the elusive quest for a general-purpose framework for specifying and studying deep learning architectures. Our opinion is that the…”
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Journal Article -
8
Transformers meet Neural Algorithmic Reasoners
Published 13-06-2024“…Transformers have revolutionized machine learning with their simple yet effective architecture. Pre-training Transformers on massive text datasets from the…”
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Journal Article -
9
A Generalist Neural Algorithmic Learner
Published 22-09-2022“…The cornerstone of neural algorithmic reasoning is the ability to solve algorithmic tasks, especially in a way that generalises out of distribution. While…”
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Journal Article -
10
Embeddings and immersions of tropical curves
Published 16-07-2015“…Collectanea Math. 67:1 (2016) 1-19 We construct immersions of trivalent abstract tropical curves in the Euclidean plane and embeddings of all abstract tropical…”
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Journal Article -
11
Imitating Interactive Intelligence
Published 10-12-2020“…A common vision from science fiction is that robots will one day inhabit our physical spaces, sense the world as we do, assist our physical labours, and…”
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Journal Article