@inproceedings{evci2022gradientflowsparse,author={{Evci}, Utku and {Ioannou}, Yani A. and {Keskin}, Cem and {Dauphin}, Yann},title={{Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win}},year={2022},booktitle={Proceedings of the 36th AAAI Conference on Artificial Intelligence},abbr={AAAI},venue={Vancouver, BC, Canada},eventdate={2022-02-22/2022-03-1},month=feb,arxivid={2010.03533},eprint={2010.03533},eprinttype={arXiv},poster={https://doi.org/10.5281/zenodo.6047581},bibtex_show={true},selected={true}}
Condensing Sparse Layers
Golubeva, Anna, Lasby, Mike, Ioannou, Yani, and Nica, Mihai
In 2nd Workshop on Sparsity in Neural Networks, Virtual Jul 2022
@inproceedings{golubeva2022condensed,author={Golubeva, Anna and Lasby, Mike and Ioannou, Yani and Nica, Mihai},title={Condensing Sparse Layers},year={2022},booktitle={2nd Workshop on Sparsity in Neural Networks},month=jul,day={13},eventdate={2022-07-13},venue={Virtual},bibtex_show={true},poster={https://drive.google.com/open?id=1QQRPaFDhyEZEVKEZ73AJdP2ISDgYdu5F},selected={true}}
ICML
Monitoring Shortcut Learning using Mutual Information
Adnan, Mohammed, Ioannou, Yani, Tsai, Chuan-Yung, Galloway, Angus, Tizhoosh, H. R., and Taylor, Graham W.
In ICML 2022 Workshop on Spurious Correlations, Invariance, and Stability, Baltimore, MD, USA Jul 2022
@inproceedings{mohammed2022monitoringshortcuts,author={Adnan, Mohammed and Ioannou, Yani and Tsai, Chuan-Yung and Galloway, Angus and Tizhoosh, H. R. and Taylor, Graham W.},title={Monitoring Shortcut Learning using Mutual Information},year={2022},booktitle={ICML 2022 Workshop on Spurious Correlations, Invariance, and Stability},month=jul,day={22},abbr={ICML},eventdate={2022-07-22},venue={Baltimore, MD, USA},bibtex_show={true},arxivid={2206.13034},eprint={2206.13034},eprinttype={arXiv},selected={true}}
@inproceedings{mohammed2021clusteringselfdistillation,author={Adnan, Mohammed and Ioannou, Yani and Tsai, Chuan-Yung and Taylor, Graham},title={Domain-Agnostic Clustering with Self-Distillation},year={2021},booktitle={2nd NeurIPS Workshop on Self-Supervised Learning: Theory and Practice},abbr={NeurIPS},month=nov,day={23},eventdate={2021-11-23},venue={Virtual Conference},arxivid={2111.12170},eprint={2111.12170},eprinttype={arXiv},bibtex_show={true},selected={true}}
2020
Rapid classification of TESS planet candidates with convolutional neural networks
Osborn, Hugh P, Ansdell, Megan, Ioannou, Yani, Sasdelli, Michele, Angerhausen, Daniel, Caldwell, Douglas A, Jenkins, Jon M., Raissi, Chedy, and Smith, Jeffrey C.
@article{osborn2018rapidclass,author={Osborn, Hugh P and Ansdell, Megan and Ioannou, Yani and Sasdelli, Michele and Angerhausen, Daniel and Caldwell, Douglas A and Jenkins, Jon M. and Raissi, Chedy and Smith, Jeffrey C.},title={Rapid classification of TESS planet candidates with convolutional neural networks},doi={10.1051/0004-6361/201935345},journal={Astronomy \& Astrophysics},year={2020},volume={633},pages={A53},bibtex_show={true}}
2018
Scientific Domain Knowledge Improves Exoplanet Transit Classification with Deep Learning
Ansdell, Megan, Ioannou, Yani, Osborn, Hugh P., Sasdelli, Michele, Smith, Jeffrey C., Caldwell, Douglas, Jenkins, Jon M., Raissi, Chedy, and Angerhausen, Daniel
@article{ansdell2018exoplanet,author={Ansdell, Megan and Ioannou, Yani and Osborn, Hugh P. and Sasdelli, Michele and Smith, Jeffrey C. and Caldwell, Douglas and Jenkins, Jon M. and Raissi, Chedy and Angerhausen, Daniel},title={Scientific Domain Knowledge Improves Exoplanet Transit Classification with Deep Learning},journal={The Astrophysical Journal Letters},volume={869},number={1},pages={L7},year={2018},doi={https://doi.org/10.3847/2041-8213/aaf23b},bibtex_show={true}}
@inproceedings{ioannou2017deeproots,author={Ioannou, Yani and Robertson, Duncan and Cipolla, Roberto and Criminisi, Antonio},booktitle={{IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}},abbr={CVPR},title={{Deep Roots: Improving CNN efficiency with hierarchical filter groups}},year={2017},venue={Honolulu, HI, USA},eventdate={2017-07-21/2017-07-26},arxivid={1605.06489},eprint={1605.06489},eprinttype={arXiv},poster={https://doi.org/10.5281/zenodo.831418},pages={5977-5986},doi={10.1109/CVPR.2017.633},issn={1063-6919},bibtex_show={true}}
@inproceedings{ioannou2016lowrank,author={Ioannou, Yani and Robertson, Duncan and Shotton, Jamie and Cipolla, Roberto and Criminisi, Antonio},booktitle={{International Conference on Learning Representations (ICLR)}},abbr={ICLR},venue={{San Juan, Puerto Rico}},eventdate={2016-05-02/2016-05-04},title={Training CNNs with Low-Rank Filters for Efficient Image Classification},year={2016},arxivid={1511.06744},eprint={1511.06744},eprinttype={arXiv},poster={https://dx.doi.org/10.5281/zenodo.53187},bibtex_show={true}}
@inproceedings{shankar2016refining,title={Refining Architectures of Deep Convolutional Neural Networks},author={Shankar, Sukrit and Robertson, Duncan and Ioannou, Yani and Criminisi, Antonio and Cipolla, Roberto},booktitle={{IEEE Conference on Computer Vision and Pattern Recognition (CVPR)}},abbr={CVPR},venue={Las Vegas, NV, USA},eventdate={2016-06-27/2016-06-30},year={2016},eprinttype={ar{X}iv},arxivid={1604.06832},eprint={1604.06832},pages={2212--2220},doi={10.1109/CVPR.2016.243},bibtex_show={true}}
@inproceedings{osbert2016measuring,title={Measuring Neural Net Robustness with Constraints},author={Bastani, Osbert and Ioannou, Yani and Lampropoulos, Leonidas and Vytiniotis, Dimitrios and Nori, Aditya and Criminisi, Antonio},booktitle={Advances in Neural Information Processing Systems},abbr={NeurIPS},venue={Barcelona, Spain},eventdate={2016-12-05/2016-10-12},pages={2613--2621},year={2016},eprint={1605.07262},eprinttype={ar{X}iv},arxivid={1605.07262},publisher={Curran Associates, Inc.},bibtex_show={true}}
@inproceedings{zikic2014braincnn,author={Zikic, Darko and Ioannou, Yani and Criminisi, Antonio and Brown, Matthew},booktitle={{MICCAI workshop on Multimodal Brain Tumor Segmentation Challenge (BRATS)}},abbr={MICCAI},title={{Segmentation of Brain Tumor Tissues with Convolutional Neural Networks}},year={2014},venue={Boston, MA, USA},eventdate={2014-09-14},bibtex_show={true}}
2012
3DV
Difference of Normals as a Multi-Scale Operator in Unorganized Point Clouds
Ioannou, Yani, Taati, Babak, Harrap, Robin, and Greenspan, Michael
3D Imaging, Modeling, Processing, Visualization and Transmission (3DIMPVT), 2012 Second International Conference on Nov 2012
@article{ioannou2012don,title={{Difference of Normals as a Multi-Scale Operator in Unorganized Point Clouds}},author={Ioannou, Yani and Taati, Babak and Harrap, Robin and Greenspan, Michael},journal={3D Imaging, Modeling, Processing, Visualization and Transmission (3DIMPVT), 2012 Second International Conference on},abbr={3DV},year={2012},venue={Zurich, Switzerland},eventdate={2012-10-13/2012-10-15},pages={501--508},eprinttype={ar{X}iv},arxivid={1209.1759},eprint={1209.1759},poster={https://dx.doi.org/10.5281/zenodo.53145},bibtex_show={true}}