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Picture for Clemens Rosenbaum

On the Role of Weight Sharing During Deep Option Learning

Feb 06, 2020
Matthew Riemer, Ignacio Cases, Clemens Rosenbaum, Miao Liu, Gerald Tesauro

* AAAI 2020 

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Routing Networks and the Challenges of Modular and Compositional Computation

Apr 29, 2019
Clemens Rosenbaum, Ignacio Cases, Matthew Riemer, Tim Klinger

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Eigenoption Discovery through the Deep Successor Representation

Feb 23, 2018
Marlos C. Machado, Clemens Rosenbaum, Xiaoxiao Guo, Miao Liu, Gerald Tesauro, Murray Campbell

* Published as a conference paper at ICLR 2018 

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Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning

Dec 31, 2017
Clemens Rosenbaum, Tim Klinger, Matthew Riemer

* Under Review at ICLR 2018 

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e-QRAQ: A Multi-turn Reasoning Dataset and Simulator with Explanations

Aug 05, 2017
Clemens Rosenbaum, Tian Gao, Tim Klinger

* 7 pages, 3 figures, presented at 2017 ICML Workshop on Human Interpretability in Machine Learning (WHI 2017), Sydney, NSW, Australia 

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Deep Reinforcement Learning With Macro-Actions

Jun 15, 2016
Ishan P. Durugkar, Clemens Rosenbaum, Stefan Dernbach, Sridhar Mahadevan

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