PV-Tuning: Beyond Straight-Through Estimation for Extreme LLM Compression. - Vladimir Malinovskii; Denis Mazur; Ivan Ilin; Denis Kuznedelev; Konstantin Burlachenko; Kai Yi; Dan Alistarh; Peter Richtárik (NeurIPS, 2024)

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem. - Vladimir Malinovskii; Andrei Panferov; Ivan Ilin; Han Guo; Peter Richtárik; Dan Alistarh (CoRR, 2024)

HIGGS: 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 (Long Papers), 2025)

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 (CoRR, 2025)