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07/11/2023
Towards Robust and Efficient Continual Language Learning
As the application space of language models continues to evolve, a natur...
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06/14/2023
Kalman Filter for Online Classification of Non-Stationary Data
In Online Continual Learning (OCL) a learning system receives a stream o...
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04/25/2023
Towards Compute-Optimal Transfer Learning
The field of transfer learning is undergoing a significant shift with th...
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07/27/2021
On the Role of Optimization in Double Descent: A Least Squares Study
Empirically it has been observed that the performance of deep neural net...
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09/06/2018
Yes, IoU loss is submodular - as a function of the mispredictions
This note is a response to [7] in which it is claimed that [13, Proposit...
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10/18/2017
Stochastic Weighted Function Norm Regularization
Deep neural networks (DNNs) have become increasingly important due to th...
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04/06/2017
Encoder Based Lifelong Learning
This paper introduces a new lifelong learning solution where a single mo...
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03/31/2017
Intraoperative margin assessment of human breast tissue in optical coherence tomography images using deep neural networks
Objective: In this work, we perform margin assessment of human breast ti...
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05/30/2016