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DDPG++: Striving for Simplicity in Continuous-control Off-Policy Reinforcement Learning

Jun 26, 2020
Rasool Fakoor, Pratik Chaudhari, Alexander J. Smola


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Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation

Jun 25, 2020
Rasool Fakoor, Jonas Mueller, Nick Erickson, Pratik Chaudhari, Alexander J. Smola


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TraDE: Transformers for Density Estimation

Apr 06, 2020
Rasool Fakoor, Pratik Chaudhari, Jonas Mueller, Alexander J. Smola


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Meta-Q-Learning

Sep 30, 2019
Rasool Fakoor, Pratik Chaudhari, Stefano Soatto, Alexander J. Smola


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P3O: Policy-on Policy-off Policy Optimization

May 05, 2019
Rasool Fakoor, Pratik Chaudhari, Alexander J. Smola


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Differentiable Greedy Networks

Oct 30, 2018
Thomas Powers, Rasool Fakoor, Siamak Shakeri, Abhinav Sethy, Amanjit Kainth, Abdel-rahman Mohamed, Ruhi Sarikaya

* Work in progress and under review 

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Direct optimization of F-measure for retrieval-based personal question answering

Sep 28, 2018
Rasool Fakoor, Amanjit Kainth, Siamak Shakeri, Christopher Winestock, Abdel-rahman Mohamed, Ruhi Sarikaya

* accepted at SLT2018 

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Reinforcement Learning To Adapt Speech Enhancement to Instantaneous Input Signal Quality

Jul 27, 2018
Rasool Fakoor, Xiaodong He, Ivan Tashev, Shuayb Zarar

* NIPS 2017, Machine Learning for Audio Signal Processing workshop 

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Constrained Convolutional-Recurrent Networks to Improve Speech Quality with Low Impact on Recognition Accuracy

Feb 16, 2018
Rasool Fakoor, Xiaodong He, Ivan Tashev, Shuayb Zarar

* Published as a conference paper at ICASSP 2018 

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Memory-augmented Attention Modelling for Videos

Apr 24, 2017
Rasool Fakoor, Abdel-rahman Mohamed, Margaret Mitchell, Sing Bing Kang, Pushmeet Kohli

* Revised version, minor changes, add the link for the source codes 

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