Publications by year in reverse chronological order.


  1. Gradient Flow in Sparse Neural Networks and How Lottery Tickets Win
    Evci, UtkuIoannou, Yani A.Keskin, Cem, and Dauphin, Yann
    In Proceedings of the 36th AAAI Conference on Artificial Intelligence, Vancouver, BC, Canada Feb 2022
  2. Condensing Sparse Layers
    Golubeva, Anna, Lasby, Mike,  Ioannou, Yani, and Nica, Mihai
    In 2nd Workshop on Sparsity in Neural Networks, Virtual Jul 2022
  3. 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


  1. Domain-Agnostic Clustering with Self-Distillation
    Adnan, Mohammed,  Ioannou, Yani, Tsai, Chuan-Yung, and Taylor, Graham
    In 2nd NeurIPS Workshop on Self-Supervised Learning: Theory and Practice, Virtual Conference Nov 2021


  1. Rapid classification of TESS planet candidates with convolutional neural networks
    Osborn, Hugh P, Ansdell, MeganIoannou, Yani, Sasdelli, Michele, Angerhausen, Daniel, Caldwell, Douglas A, Jenkins, Jon M., Raissi, Chedy, and Smith, Jeffrey C.
    Astronomy & Astrophysics Nov 2020


  1. Scientific Domain Knowledge Improves Exoplanet Transit Classification with Deep Learning
    Ansdell, MeganIoannou, Yani, Osborn, Hugh P., Sasdelli, Michele, Smith, Jeffrey C., Caldwell, Douglas, Jenkins, Jon M., Raissi, Chedy, and Angerhausen, Daniel
    The Astrophysical Journal Letters Nov 2018


  1. Deep Roots: Improving CNN efficiency with hierarchical filter groups
    Ioannou, Yani, Robertson, Duncan, Cipolla, Roberto, and Criminisi, Antonio
    In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu, HI, USA Nov 2017


  1. Training CNNs with Low-Rank Filters for Efficient Image Classification
    Ioannou, Yani, Robertson, Duncan, Shotton, Jamie, Cipolla, Roberto, and Criminisi, Antonio
    In International Conference on Learning Representations (ICLR), San Juan, Puerto Rico Nov 2016
  2. Refining Architectures of Deep Convolutional Neural Networks
    Shankar, Sukrit, Robertson, Duncan,  Ioannou, YaniCriminisi, Antonio, and Cipolla, Roberto
    In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, USA Nov 2016
  3. Measuring Neural Net Robustness with Constraints
    Bastani, Osbert,  Ioannou, Yani, Lampropoulos, Leonidas, Vytiniotis, Dimitrios, Nori, Aditya, and Criminisi, Antonio
    In Advances in Neural Information Processing Systems, Barcelona, Spain Nov 2016


  1. Segmentation of Brain Tumor Tissues with Convolutional Neural Networks
    Zikic, Darko,  Ioannou, YaniCriminisi, Antonio, and Brown, Matthew
    In MICCAI workshop on Multimodal Brain Tumor Segmentation Challenge (BRATS), Boston, MA, USA Nov 2014


  1. 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