Vladimir Malinovskii

I am an ML Resident at Yandex Research, specializing in quantization algorithms. I am pursuing a Master's degree in Computer Science at the Higher School of Economics (HSE), through a joint program with the Yandex School of Data Analysis.

Previously, I was a Software Engineer in the Infrastructure team at Yandex, contributing to the development and maintenance of high-scale deployment systems.

I hold a Bachelor of Science in Applied Mathematics and Physics with a minor in Data Analysis from the Moscow Institute of Physics and Technology (MIPT).

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Publications

PV‑Tuning: Beyond Straight‑Through Estimation for Extreme LLM Compression

Vladimir Malinovskii*, Denis Mazur*, Ivan Ilin*, Denis Kuznedelev, Konstantin Burlachenko, Kai Yi, Dan Alistarh, and Peter Richtarik

NIPS, 2024, Oral  |  Arxiv  |  Code

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem

Vladimir Malinovskii, Andrei Panferov, Ivan Ilin, Han Guo, Peter Richtárik, Dan Alistarh

NAACL, 2025  |  Arxiv

Cache Me If You Must: Adaptive Key-Value Quantization for Large Language Models

Alina Shutova, Vladimir Malinovskii, Vage Egiazarian, Denis Kuznedelev, Denis Mazur, Nikita Surkov, Ivan Ermakov, Dan Alistarh

Arxiv, 2025  |  Arxiv