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03/02/2022
Computation offloading to hardware accelerators in Intel SGX and Gramine Library OS
The Intel Software Guard Extensions (SGX) technology enables application...
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06/16/2021
To Raise or Not To Raise: The Autonomous Learning Rate Question
There is a parameter ubiquitous throughout the deep learning world: lear...
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06/16/2021
Automating Augmentation Through Random Unidimensional Search
It is no secret amongst deep learning researchers that finding the right...
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03/11/2021
Learning Feature Weights using Reward Modeling for Denoising Parallel Corpora
Large web-crawled corpora represent an excellent resource for improving ...
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03/11/2021
Learning Policies for Multilingual Training of Neural Machine Translation Systems
Low-resource Multilingual Neural Machine Translation (MNMT) is typically...
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11/14/2020
Solving Physics Puzzles by Reasoning about Paths
We propose a new deep learning model for goal-driven tasks that require ...
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12/04/2019
AMUSED: A Multi-Stream Vector Representation Method for Use in Natural Dialogue
The problem of building a coherent and non-monotonous conversational age...
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10/07/2019
FastEstimator: A Deep Learning Library for Fast Prototyping and Productization
As the complexity of state-of-the-art deep learning models increases by ...
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05/14/2019
Curriculum Learning for Domain Adaptation in Neural Machine Translation
We introduce a curriculum learning approach to adapt generic neural mach...
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04/04/2019
Complexity-Weighted Loss and Diverse Reranking for Sentence Simplification
Sentence simplification is the task of rewriting texts so they are easie...
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02/28/2019
Reinforcement Learning based Curriculum Optimization for Neural Machine Translation
We consider the problem of making efficient use of heterogeneous trainin...
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11/02/2018
An Empirical Exploration of Curriculum Learning for Neural Machine Translation
Machine translation systems based on deep neural networks are expensive ...
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06/01/2017
Using of heterogeneous corpora for training of an ASR system
The paper summarizes the development of the LVCSR system built as a part...
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01/15/2017