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Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning



Antonia Creswell , Murray Shanahan , Irina Higgins


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Symmetry-Based Representations for Artificial and Biological General Intelligence



Irina Higgins , Sébastien Racanière , Danilo Rezende


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Scaling Language Models: Methods, Analysis & Insights from Training Gopher



Jack W. Rae , Sebastian Borgeaud , Trevor Cai , Katie Millican , Jordan Hoffmann , Francis Song , John Aslanides , Sarah Henderson , Roman Ring , Susannah Young , Eliza Rutherford , Tom Hennigan , Jacob Menick , Albin Cassirer , Richard Powell , George van den Driessche , Lisa Anne Hendricks , Maribeth Rauh , Po-Sen Huang , Amelia Glaese , Johannes Welbl , Sumanth Dathathri , Saffron Huang , Jonathan Uesato , John Mellor , Irina Higgins , Antonia Creswell , Nat McAleese , Amy Wu , Erich Elsen , Siddhant Jayakumar , Elena Buchatskaya , David Budden , Esme Sutherland , Karen Simonyan , Michela Paganini , Laurent Sifre , Lena Martens , Xiang Lorraine Li , Adhiguna Kuncoro , Aida Nematzadeh , Elena Gribovskaya , Domenic Donato , Angeliki Lazaridou , Arthur Mensch , Jean-Baptiste Lespiau , Maria Tsimpoukelli , Nikolai Grigorev , Doug Fritz , Thibault Sottiaux , Mantas Pajarskas , Toby Pohlen , Zhitao Gong , Daniel Toyama , Cyprien de Masson d'Autume , Yujia Li , Tayfun Terzi , Vladimir Mikulik , Igor Babuschkin , Aidan Clark , Diego de Las Casas , Aurelia Guy , Chris Jones , James Bradbury , Matthew Johnson , Blake Hechtman , Laura Weidinger , Iason Gabriel , William Isaac , Ed Lockhart , Simon Osindero , Laura Rimell , Chris Dyer , Oriol Vinyals , Kareem Ayoub , Jeff Stanway , Lorrayne Bennett , Demis Hassabis , Koray Kavukcuoglu , Geoffrey Irving

* 118 pages 

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SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from Vision



Irina Higgins , Peter Wirnsberger , Andrew Jaegle , Aleksandar Botev


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Which priors matter? Benchmarking models for learning latent dynamics



Aleksandar Botev , Andrew Jaegle , Peter Wirnsberger , Daniel Hennes , Irina Higgins


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Representation Matters: Improving Perception and Exploration for Robotics



Markus Wulfmeier , Arunkumar Byravan , Tim Hertweck , Irina Higgins , Ankush Gupta , Tejas Kulkarni , Malcolm Reynolds , Denis Teplyashin , Roland Hafner , Thomas Lampe , Martin Riedmiller


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Representation learning for improved interpretability and classification accuracy of clinical factors from EEG



Garrett Honke , Irina Higgins , Nina Thigpen , Vladimir Miskovic , Katie Link , Pramod Gupta , Julia Klawohn , Greg Hajcak


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Disentangling by Subspace Diffusion



David Pfau , Irina Higgins , Aleksandar Botev , Sébastien Racanière

* 21 pages, 13 figures 

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Disentangled Cumulants Help Successor Representations Transfer to New Tasks



Christopher Grimm , Irina Higgins , Andre Barreto , Denis Teplyashin , Markus Wulfmeier , Tim Hertweck , Raia Hadsell , Satinder Singh


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Hamiltonian Generative Networks



Peter Toth , Danilo Jimenez Rezende , Andrew Jaegle , Sébastien Racanière , Aleksandar Botev , Irina Higgins


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