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Aligned Weight Regularizers for Pruning Pretrained Neural Networks


Apr 05, 2022
James O' Neill, Sourav Dutta, Haytham Assem

* Accepted to ACL Findings 2022 

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Deep Neural Compression Via Concurrent Pruning and Self-Distillation


Sep 30, 2021
James O' Neill, Sourav Dutta, Haytham Assem


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Semantically-Conditioned Negative Samples for Efficient Contrastive Learning


Feb 12, 2021
James O' Neill, Danushka Bollegala


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$k$-Neighbor Based Curriculum Sampling for Sequence Prediction


Jan 22, 2021
James O' Neill, Danushka Bollegala

* arXiv admin note: substantial text overlap with arXiv:1809.05916 

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Compressing Deep Neural Networks via Layer Fusion


Jul 29, 2020
James O' Neill, Greg Ver Steeg, Aram Galstyan


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An Overview of Neural Network Compression


Jun 05, 2020
James O' Neill

* 53 pages 

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Transfer Reward Learning for Policy Gradient-Based Text Generation


Sep 09, 2019
James O' Neill, Danushka Bollegala


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Error-Correcting Neural Sequence Prediction


Jan 21, 2019
James O' Neill, Danushka Bollegala


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Analysing Dropout and Compounding Errors in Neural Language Models


Nov 02, 2018
James O' Neill, Danushka Bollegala


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Curriculum-Based Neighborhood Sampling For Sequence Prediction


Sep 16, 2018
James O' Neill, Danushka Bollegala


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