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Temporal Difference Uncertainties as a Signal for Exploration

Oct 05, 2020
Sebastian Flennerhag, Jane X. Wang, Pablo Sprechmann, Francesco Visin, Alexandre Galashov, Steven Kapturowski, Diana L. Borsa, Nicolas Heess, Andre Barreto, Razvan Pascanu

* 8 pages, 11 figures, 5 tables 

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QuantNet: Transferring Learning Across Systematic Trading Strategies

Apr 07, 2020
Adriano Koshiyama, Sebastian Flennerhag, Stefano B. Blumberg, Nick Firoozye, Philip Treleaven


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Meta-Learning with Warped Gradient Descent

Aug 30, 2019
Sebastian Flennerhag, Andrei A. Rusu, Razvan Pascanu, Hujun Yin, Raia Hadsell

* 27 pages, 11 figures, 4 tables 

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Augmenting correlation structures in spatial data using deep generative models

May 23, 2019
Konstantin Klemmer, Adriano Koshiyama, Sebastian Flennerhag


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Transferring Knowledge across Learning Processes

Dec 03, 2018
Sebastian Flennerhag, Pablo G. Moreno, Neil D. Lawrence, Andreas Damianou

* 22 pages, 8 figures, 6 tables 

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Breaking the Activation Function Bottleneck through Adaptive Parameterization

Jul 09, 2018
Sebastian Flennerhag, Hujun Yin, John Keane, Mark Elliot


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