Nitarshan Rajkumar

Publications
Influence

In Search of Robust Measures of Generalization

G. Dziugaite, Alexandre Drouin, +5 authors Daniel M. Roy
Computer Science, Mathematics
NeurIPS
22 October 2020

We propose empirical methodology to aid in the search of a precise mathematical theory of generalization in deep learning. Expand

Pretraining Representations for Data-Efficient Reinforcement Learning

Max Schwarzer, Nitarshan Rajkumar, +5 authors Aaron C. Courville
Computer Science
ArXiv
9 June 2021

Data efficiency is a key challenge for deep reinforcement learning. We address this problem by using unlabeled data to pretrain an encoder which is then finetuned on a small amount of task-specific… Expand

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