My Publications
You can also browse my Google Scholar profile.
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}, }