All Stories

  1. Incentivising the federation: gradient-based metrics for data selection and valuation in private decentralised training

    Article • June 2024, ACM (Association for Computing Machinery)

    Dmitrii Usynin

  2. Membership Inference Attacks Against Semantic Segmentation Models

    Article • November 2023, ACM (Association for Computing Machinery)

    Dmitrii Usynin

  3. Utility-preserving Federated Learning

    Article • November 2023, ACM (Association for Computing Machinery)

    Dmitrii Usynin

  4. Equivariant Differentially Private Deep Learning: Why DP-SGD Needs Sparser Models

    Article • November 2023, ACM (Association for Computing Machinery)

    Dmitrii Usynin

  5. Data stealing in federated learning: Medical imaging is particularly vulnerable

    Article • ACM Transactions on Privacy and Security, April 2023, ACM (Association for Computing Machinery)

    Dmitrii Usynin