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Vladimir Malinovskii
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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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
