My Publications
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Vithursan Thangarasa, Mahmoud Salem, Kevin Leong, Shreyas Saxena, Joel Hestness, Sean Lie
MediSwift : Efficient Sparse Pre-trained Biomedical Language Models
Under Review, 2024.
[BibTeX]
Vithursan Thangarasa*, Shreyas Saxena*, Abhay Gupta, Sean Lie
Sparse-IFT: Sparse Iso-FLOP Transformations
Under Review, 2024.
[BibTeX]
Vithursan Thangarasa*, Shreyas Saxena*, Abhay Gupta, Sean Lie
Sparse-IFT: Sparse Iso-FLOP Transformations (earlier version)
NeurIPS Workshop on Advancing Neural Network Training, 2023.
[BibTeX]
[PDF]
@inproceedings{thangarasa2023sparse,
title={Sparse Iso-FLOP Transformations for Maximizing Training Efficiency},
author={Thangarasa, Vithursan and
Saxena, Shreyas and
Gupta, Abhay and
Lie, Sean},
booktitle={Workshop on Advancing Neural Network Training: Computational Efficiency, Scalability, and Resource Optimization (WANT@NeurIPS 2023)},
year={2023},
url={https://openreview.net/forum?id=iP4WcJ4EX0}
}
Vithursan Thangarasa, Abhay Gupta, William Marshall, Tianda Li, Kevin Leong, Dennis DeCoste, Sean Lie, Shreyas Saxena
SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language
Models
Conference on Uncertainty in Artificial Intelligence (UAI), 2023.
[BibTeX]
[PDF]
@inproceedings{thangarasa2023spdf,
title={SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language Models},
author={Thangarasa, Vithursan and
Gupta, Abhay and
Marshall, William and
Li, Tianda and
Leong, Kevin and
DeCoste, Dennis and
Lie, Sean and
Saxena, Shreyas},
booktitle={Conference on Uncertainty in Artificial Intelligence},
year={2023},
url={https://openreview.net/forum?id=BywV1Cris4}
}
Vithursan Thangarasa, Abhay Gupta, William Marshall, Tianda Li, Kevin Leong, Dennis DeCoste, Sean Lie
SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language
Models (earlier version)
ICLR Workshop on Sparsity in Neural Networks, 2023.
[BibTeX]
[PDF]
[Poster]
@inproceedings{thangarasa2023spdfworkshop,
title={SPDF: Sparse Pre-training and Dense Fine-tuning for Large Language Models},
author={Thangarasa, Vithursan and
Gupta, Abhay and
Marshall, William and
Li, Tianda and
Leong, Kevin and
DeCoste, Dennis and
Lie, Sean and
Saxena, Shreyas},
booktitle={ICLR Workshop on Sparsity in Neural Networks},
year={2023},
}
Vitaliy Chiley, Vithursan Thangarasa, Abhay Gupta, Anshul Samar, Joel Hestness, Dennis DeCoste
RevBiFPN : The Fully Reversible Bidirectional Feature Pyramid Network
Conference on Machine Learning and Systems (MLSys), 2023.
[BibTeX]
[PDF]
@inproceedings{mlsysRevBiFPN2023,
author={Vitaliy Chiley and
Thangarasa, Vithursan and
Gupta, Abhay and
Samar, Anshul and
Hestness, Joel and
DeCoste, Dennis},
title={RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid Network},
booktitle={Conference on Machine Learning and Systems (MLSys)},
year={2023},
}
Vitaliy Chiley, Vithursan Thangarasa, Abhay Gupta, Anshul Samar, Joel Hestness, Dennis DeCoste
RevBiFPN : The Fully Reversible Bidirectional Feature Pyramid Network
(earlier version)
ICML Hardware-Aware Efficient Training (HAET) Workshop, 2022.
[BibTeX]
[PDF]
[Project Page]
@inproceedings{haetRevBiFPN2022,
author={Chiley, Vitaliy and
Thangarasa, Vithursan and
Gupta, Abhay and
Samar, Anshul and
Hestness, Joel and
DeCoste, Dennis},
title={RevBiFPN: The Fully Reversible Bidirectional Feature Pyramid Network},
booktitle={ICML Workshop on Hardware Aware Efficient Training (HAET)},
year={2022},
}
Mihir Pendse, Vithursan Thangarasa, Vitaliy Chiley, Ryan Holmdahl, Joel Hestness, Dennis DeCoste
Memory Efficient 3D U-Net with Reversible Mobile Inverted Bottlenecks for Brain Tumor Segmentation
International Conference on Medical Image
Computing and Computer Assisted Intervention (MICCAI) BrainLes, 2021.
[BibTeX]
[PDF]
@inproceedings{miccaiThangarasa21,
author={Pendse, Mihir and
Thangarasa, Vithursan and
Chiley, Vitaliy and
Holmdahl, Ryan and
Hestness, Joel and
DeCoste, Dennis},
title={Memory Efficient 3D U-Net with Reversible Mobile Inverted Bottlenecks for Brain Tumor Segmentation},
booktitle="Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries",
year={2021},
}
Vithursan Thangarasa, Thomas Miconi, G. W. Taylor
Enabling Continual Learning with Differentiable Hebbian Plasticity
International Joint Conference on Neural Networks (IJCNN), 2020.
[BibTeX]
[PDF]
@inproceedings{ijcnnThangarasa20,
author={Vithursan Thangarasa and
Thomas Miconi and
Graham W. Taylor},
title={Enabling Continual Learning with Differentiable Hebbian Plasticity},
booktitle={2020 International Joint Conference on Neural Networks, {IJCNN}},
year={2020}
}
Vithursan Thangarasa, Chuang-Yung Tsai, G. W. Taylor, Urs Köster
Reversible Fixup Networks for Memory-Efficient Training
Neural Information Processing Systems (NeurIPS)
Systems for ML (MLSys) Workshop, 2019.
[BibTeX]
[PDF]
[Project Page]
@inproceedings{Thangarasa2019RevUp,
title={Reversible Fixup Networks for Memory-Efficient Training},
author={Thangarasa, Vithursan and
Tsai, Chuang-Yung and
Taylor, Graham W and
Köster, Urs},
booktitle={Neural Information Processing Systems (NeurIPS): Systems for ML (MLSys) Workshop},
year={2019},
url={http://learningsys.org/neurips19/assets/papers/42_CameraReadySubmission_neurips_2019.pdf},
}
Vithursan Thangarasa
Differentiable Hebbian Consolidation for Continual Lifelong Learning
Master's Thesis,
University of Guelph, 2019.
[BibTeX]
[PDF]
[Project Page]
@inproceedings{Thangarasa2019Thesis,
title={Differentiable Hebbian Consolidation for Continual Lifelong Learning},
author={Thangarasa, Vithursan},
year={2019},
url={https://atrium.lib.uoguelph.ca/xmlui/handle/10214/17440},
}
Vithursan Thangarasa, Thomas Miconi, G. W. Taylor
Differentiable Hebbian Plasticity for Continual Learning (earlier version)
International Conference on Machine Learning (ICML)
Adaptive and Multitask Learning: Algorithms & Systems (AMTL) Workshop, 2019.
[BibTeX]
[PDF]
[Project Page]
@inproceedings{Thangarasa2019DHPforCL,
title={Differentiable Hebbian Plasticity for Continual Learning},
author={Thangarasa, Vithursan and
Miconi, Thomas and
Taylor, Graham W},
booktitle={International Conference on Machine Learning (ICML):
Adaptive and Multitask Learning (AMTL) Workshop},
year={2019},
url={https://openreview.net/forum?id=r1x-E5Ss34},
}
Vithursan Thangarasa, G. W. Taylor
Self-Paced Learning with Adaptive Deep Visual Embeddings
British Machine Vision Conference (BMVC), 2018.
[BibTeX]
[PDF]
[Project Page]
@inproceedings{Thangarasa2018SelfPacedLW,
title={Self-Paced Learning with Adaptive Deep Visual Embeddings},
author={Thangarasa, Vithursan and
Taylor, Graham W},
booktitle={British Machine Vision Conference (BMVC)},
year={2018},
url={http://bmvc2018.org/contents/papers/1033.pdf},
}