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Summary

Name Igor Shilov
Location London, UK
Email hello@igorshilov.com
Summary AI security and privacy researcher with over a decade of software engineering experience. Currently in the final year of a PhD at Imperial College London. Research interests include adversarial robustness, memorization, and model internals.

Experience

  • Jun - Oct 2026

    London, UK

    Research Fellow
    Goodfire AI
    • Research project on mechanistic interpretability. Developed the neuron community discovery method to identify neuron-sparse representations in LLMs.
  • Mar - Sep 2025

    London, UK

    AI Safety Fellow
    Anthropic
    • Research project on capability removal. Developed Selective Gradient Masking, a pretraining intervention to localize target knowledge in LLMs for later removal.
  • 2017 - 2023

    London, UK

    Staff Software Engineer
    Meta
    • PyTorch framework for differential privacy. Lead developer and maintainer of Opacus, a PyTorch library for differentially private model training, used by Meta teams and external researchers (2,000+ GitHub stars).
    • Privacy-preserving ML. As a research engineer, applied differential privacy and federated learning to products and supported research on differential privacy and privacy attacks.
    • StopNCII.org. Led development of the privacy-preserving platform with the UK-based NGO Revenge Porn Helpline, using on-device perceptual hashing to help combat non-consensual intimate image sharing.
    • Safety ML. Led a team of four engineers building models to detect and remove harmful content.
  • 2014 - 2017

    Moscow, RU

    Senior Software Engineer
    Zvooq
    • Recommender system. Led a team of four engineers building a music recommendation engine.
    • Analytics engine. Built an internal analytics system for copyright-holder reporting.
  • 2013 - 2014

    Moscow, RU

    Software Engineer
    Mail.ru
    • Search ranking. Improved the ranking algorithm for Mail.ru's search engine, which held roughly 10% of the Russian market at the time.
  • 2011 - 2012

    Hanoi, VN
    Moscow, RU

    Software Engineer
    Cốc Cốc
    • Search infrastructure. Built a distributed web crawler and improved query intent classification.

Education

  • 2023 - Now

    London, UK

    PhD student
    Imperial College London
    Computing Research
  • 2008 - 2013

    Moscow, RU

    Specialist degree (5 years)
    Lomonosov Moscow State University
    Applied Mathematics and Computer Science