Sustainability and Machine Learning Group
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A Practical Sparse Approximation for Real Time Recurrent Learning
Recurrent neural networks are usually trained with backpropagation through time, which requires storing a complete history of network …
Jacob Menick
,
Erich Elsen
,
Utku Evci
,
Simon Osindero
,
Karen Simonyan
,
Alex Graves
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Aligning Time Series on Incomparable Spaces
Dynamic time warping (DTW) is a useful method for aligning, comparing and combining time series, but it requires them to live in …
Samuel Cohen
,
Giulia Luise
,
Alexander Terenin
,
Brandon Amos
,
Marc Deisenroth
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Code
Learning Contact Dynamics using Physically Structured Neural Networks
Learning physically structured representations of dynamical systems that include contact between different objects is an important …
Andreas Hochlehnert
,
Alexander Terenin
,
Steindór Sæmundsson
,
Marc Deisenroth
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Code
Matérn Gaussian Processes on Graphs
Gaussian processes are a versatile framework for learning unknown functions in a manner that permits one to utilize prior information …
Viacheslav Borovitskiy
,
Iskander Azangulov
,
Alexander Terenin
,
Peter Mostowsky
,
Marc Deisenroth
,
Nicolas Durrande
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Code
Could AI Democratise Education? Socio-Technical Imaginaries of an EdTech Revolution
Sahan Bulathwela
,
Marı́a Pérez-Ortiz
,
Catherine Holloway
,
John Shawe-Taylor
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PEEK: A Large Dataset of Learner Engagement with Educational Videos
Sahan Bulathwela
,
Maria Perez-Ortiz
,
Erik Novak
,
Emine Yilmaz
,
John Shawe-Taylor
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Progress in Self-Certified Neural Networks
Maria Perez-Ortiz
,
Omar Rivasplata
,
Emilio Parrado-Hernandez
,
Benjamin Guedj
,
John Shawe-Taylor
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Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems
Sahan Bulathwela
,
Marı́a Pérez-Ortiz
,
Emine Yilmaz
,
John Shawe-Taylor
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Symbolic Parallel Adaptive Importance Sampling for Probabilistic Program Analysis
Probabilistic software analysis aims at quantifying the probability of a target event occurring during the execution of a program …
Yicheng Luo
,
Antonio Filieri
,
Yuan Zhou
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DOI
X5Learn: A Personalised Learning Companion at the Intersection of AI and HCI
Marı́a Pérez-Ortiz
,
Claire Dormann
,
Yvonne Rogers
,
Sahan Bulathwela
,
Stefan Kreitmayer
,
Emine Yilmaz
,
Richard Noss
,
John Shawe-Taylor
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