Panferov, Andrei

7 publications

ICLRW 2025 Cheap and Effective Personalization of Foundation Language Models for Imitating a User's Writing Style Armand Mihai Nicolicioiu, Eugenia Iofinova, Andrej Jovanovic, Eldar Kurtic, Mahdi Nikdan, Andrei Panferov, Ilia Markov, Nir N Shavit, Dan Alistarh

UAI 2025 Correlated Quantization for Faster Nonconvex Distributed Optimization Andrei Panferov, Yury Demidovich, Ahmad Rammal, Peter Richtárik

ICML 2025 QuEST: Stable Training of LLMs with 1-Bit Weights and Activations Andrei Panferov, Jiale Chen, Soroush Tabesh, Mahdi Nikdan, Dan Alistarh

ICLRW 2025 QuEST: Training Accurate LLMs over Highly-Compressed Weights and Activation Andrei Panferov, Jiale Chen, Soroush Tabesh, Roberto L. Castro, Mahdi Nikdan, Dan Alistarh

NeurIPS 2025 Quartet: Native FP4 Training Can Be Optimal for Large Language Models Roberto L. Castro, Andrei Panferov, Soroush Tabesh, Oliver Sieberling, Jiale Chen, Mahdi Nikdan, Saleh Ashkboos, Dan Alistarh

NeurIPS 2025 Unified Scaling Laws for Compressed Representations Andrei Panferov, Alexandra Volkova, Ionut-Vlad Modoranu, Vage Egiazarian, Mher Safaryan, Dan Alistarh

ICML 2024 Extreme Compression of Large Language Models via Additive Quantization Vage Egiazarian, Andrei Panferov, Denis Kuznedelev, Elias Frantar, Artem Babenko, Dan Alistarh