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Mastering the Unsupervised Reinforcement Learning Benchmark from Pixels
Controlling artificial agents from visual sensory data is an arduous task. Reinforcement learning (RL) algorithms can succeed but …
Sai Rajeswar Mudumba
,
Pietro Mazzaglia
,
Tim Verbelen
,
Alexandre Piche
,
Bart Dhoedt
,
Aaron Courville
,
Alexandre Lacoste
International Conference on Machine Learning (ICML), 2023.
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The Stack: 3 TB of permissively licensed source code
Large Language Models (LLMs) play an ever-increasing role in the field of Artificial Intelligence (AI)–not only for natural …
Denis Kocetkov
,
Raymond Li
,
Loubna Ben Allal
,
Jia Li
,
Chenghao Mou
,
Carlos Muñoz Ferrandis
,
Yacine Jernite
,
Margaret Mitchell
,
Sean Hughes
,
Thomas Wolf
,
Dzmitry Bahdanau
,
Leandro von Werra
,
Harm de Vries
Transactions on Machine Learning Research (TMLR), 2022.
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In search of robust measures of generalization
One of the principal scientific challenges in deep learning is explaining generalization, i.e., why the particular way the community …
Gintare Karolina Dziugaite
,
Alexandre Drouin
,
Brayden (Brady) Neal
,
Nitarshan Rajkumar
,
Ethan Victor Caballero
,
Linbo Wang
,
Ioannis Mitliagkas
,
Daniel M. Roy
Conference on Neural Information Processing Systems (NeurIPS), 2020.
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