Nikita Kalinin

Institute of Science and Technology Austria.

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Greetings! I am Nikita Kalinin, a PhD student in the Institute of Science and Technology Austria (ISTA), fortunate to be under the supervision of Christoph Lampert. I am exploring the intriguing field of Differential Privacy as part of my recent academic journey. I am particularly interested in the following topics:

  • Matrix Factorization Mechanism in Differential Privacy
  • Differentially Private Model Training
  • Differentially Private Parameter Estimation

selected publications

  1. AISTATS
    Efficient Estimation of a Gaussian Mean with Local Differential Privacy
    Nikita Kalinin ,  and  Lukas Steinberger
    Artificial Intelligence and Statistics (AISTATS) 2025, Feb 2024
  2. NeurIPS
    Banded square root matrix factorization for differentially private model training
    Kalinin Nikita ,  and  Lampert Christoph
    Advances in Neural Information Processing Systems (NeurIPS) 2024, Dec 2024