Learning to Navigate the Web

Policy invariance under reward transformations: Theory and application to reward shaping

Andrew Y. Ng, Daishi Harada, and Stuart J. Russell · 1999

Earlier work this paper cites.

Apprenticeship learning via inverse reinforcement learning

Pieter Abbeel and Andrew Y. Ng · 2004

Earlier work this paper cites.

Curriculum learning

Yoshua Bengio, Jérôme Louradour, Ronan Collobert, and Jason Weston · 2009

Earlier work this paper cites.

Learning to execute

Original

Wojciech Zaremba and Ilya Sutskever · 2014

Earlier work this paper cites.

Human-level control through deep reinforcement learning

Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness, Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, and Demis Hassabis · 2015

Earlier work this paper cites.

Grammar as a foreign language

Oriol Vinyals, Lukasz Kaiser, Terry Koo, Slav Petrov, Ilya Sutskever, and Geoffrey Hinton · 2015

Cited alongside, same era.

Learning to learn by gradient descent by gradient descent

Marcin Andrychowicz, Misha Denil, Sergio Gómez, Matthew W Hoffman, David Pfau, Tom Schaul, Brendan Shillingford, and Nando de Freitas · 2016

Cited alongside, same era.

Rl$ˆ2$: Fast reinforcement learning via slow reinforcement learning

Original

Yan Duan, John Schulman, Xi Chen, Peter L. Bartlett, Ilya Sutskever, and Pieter Abbeel · 2016

Cited alongside, same era.

Learning to reinforcement learn

Original

Jane X. Wang, Zeb Kurth-Nelson, Dhruva Tirumala, Hubert Soyer, Joel Z. Leibo, Rémi Munos, Charles Blundell, Dharshan Kumaran, and Matthew Botvinick · 2016

Cited alongside, same era.

Reverse curriculum generation for reinforcement learning

Carlos Florensa, David Held, Markus Wulfmeier, Michael Zhang, and Pieter Abbeel · 2017

Cited alongside, same era.

Automated curriculum learning for neural networks

Alex Graves, Marc G. Bellemare, Jacob Menick, Rémi Munos, and Koray Kavukcuoglu · 2017

Later among the works it cites.

World of bits: An open-domain platform for web-based agents

Tianlin Shi, Andrej Karpathy, Linxi Fan, Jonathan Hernandez, and Percy Liang · 2017

Later among the works it cites.

META LEARNING SHARED HIERARCHIES

Kevin Frans, Jonathan Ho, Xi Chen, Pieter Abbeel, and John Schulman · 2018

Closest in time.

Reinforcement learning on web interfaces using workflow-guided exploration

Evan Zheran Liu, Kelvin Guu, Panupong Pasupat, and Percy Liang · 2018

Closest in time.

Follownet: Robot navigation by following natural language directions with deep reinforcement learning

Pararth Shah, Marek Fiser, Aleksandra Faust, J. Chase Kew, and Dilek Hakkani-Tür · 2018

Closest in time.