TH
Tim Harley
cs.LGcs.AIcs.NEcs.ROcs.CLcs.DCcs.HCcs.MAstat.ML
On Valency
published · living versionsW_2wg6hmz9·v1 · currentpublished
Asynchronous Methods for Deep Reinforcement Learning
with Volodymyr Mnih, Adrià Puigdomènech Badia, Mehdi Mirza, Alex Graves +3
1 version
Preprints & journals
12 papers in the corpus · 2016–2025SIMA 2: A Generalist Embodied Agent for Virtual Worlds2512.04797v1 · SIMA team: Adrian Bolton, Alexander Lerchner, Alexandra Cordell et al.2025 · 0 citationsarXiv
Scaling Instructable Agents Across Many Simulated Worlds2404.10179v3 · SIMA Team, Maria Abi Raad, Arun Ahuja et al.2024 · 9 citationsarXiv
Creating Multimodal Interactive Agents with Imitation and Self-Supervised Learning2112.03763v2 · DeepMind Interactive Agents Team: Josh Abramson, Arun Ahuja, Arthur Brussee et al.2021 · 32 citationsarXiv
Imitating Interactive Intelligence2012.05672v2 · Josh Abramson, Arun Ahuja, Iain Barr et al.2020 · 43 citationsarXiv
Human Instruction-Following with Deep Reinforcement Learning via Transfer-Learning from Text2005.09382v1 · Felix Hill, Sona Mokra, Nathaniel Wong et al.2020 · 32 citationsarXiv
A Generalized Framework for Population Based Training1902.01894v1 · Ang Li, Aleksandra Spyra, Sagi Perel et al.2019 · 56 citationsarXiv
Unsupervised Predictive Memory in a Goal-Directed Agent1803.10760v1 · Greg Wayne, Chia-Chun Hung, David Amos et al.2018 · 138 citationsarXiv
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures1802.01561v3 · Lasse Espeholt, Hubert Soyer, Remi Munos et al.2018 · 849 citationsarXiv
The Predictron: End-To-End Learning and Planning1612.08810v3 · David Silver, Hado van Hasselt, Matteo Hessel et al.2016 · 169 citationsarXiv
Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes1610.09027v1 · Jack W Rae, Jonathan J Hunt, Tim Harley et al.2016 · 77 citationsarXiv
Hybrid computing using a neural network with dynamic external memory.27732574 · Graves, Alex, Wayne, Greg, Reynolds, Malcolm et al.2017 · 1,410 citationsNature. 2016;538(7626):471-476
Asynchronous Methods for Deep Reinforcement Learning1602.01783v2 · Volodymyr Mnih, Adria Puigdomenech Badia, Mehdi Mirza et al.2016 · 7,131 citationsICML 2016on Valency
Career total: 16 works. 12 are in this corpus.
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