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Scalable Online Recurrent Learning Using Columnar Neural Networks

Mar 09, 2021
Khurram Javed, Martha White, Rich Sutton

* Structural credit-assignment, scalable recurrent learning, scalable meta-learning, backward view credit-assignment 

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Learning Causal Models Online

Jun 12, 2020
Khurram Javed, Martha White, Yoshua Bengio

* Spurious features, causal models, online learning, random search, non-iid 

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Is Fast Adaptation All You Need?

Oct 03, 2019
Khurram Javed, Hengshuai Yao, Martha White

* Meta Learning Workshop, NeurIPS 2019, 2 figures, MRCL, MAML 

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Simultaneous Prediction Intervals for Patient-Specific Survival Curves

Jun 25, 2019
Samuel Sokota, Ryan D'Orazio, Khurram Javed, Humza Haider, Russell Greiner

* 7 pages, 7 figures, IJCAI 19 

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Meta-Learning Representations for Continual Learning

May 29, 2019
Khurram Javed, Martha White

* 14 pages, 9 figures, open-source, representation learning, continual learning, online learning, under review 

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Distillation Techniques for Pseudo-rehearsal Based Incremental Learning

Jul 11, 2018
Haseeb Shah, Khurram Javed, Faisal Shafait

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Revisiting Distillation and Incremental Classifier Learning

Jul 08, 2018
Khurram Javed, Faisal Shafait

* 14 pages, 4 figures, open-source 

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