Andrei Panferov

13 papers A* 2A 1Journal 9Unranked 1

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation. CoRR Andrei Panferov, Erik Schultheis, Soroush Tabesh, Dan Alistarh
2025	J	`jnl`	Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization. CoRR Vage Egiazarian, Roberto L. Castro, Denis Kuznedelev, Andrei Panferov, Eldar Kurtic, Shubhra Pandit, Alexandre Noll Marques, Mark Kurtz, Saleh Ashkboos, Torsten Hoefler, Dan Alistarh
2025	A	`conf`	Correlated Quantization for Faster Nonconvex Distributed Optimization. UAI Andrei Panferov, Yury Demidovich, Ahmad Rammal, Peter Richtárik
2025	—	`conf`	HIGGS: Pushing the Limits of Large Language Model Quantization via the Linearity Theorem. NAACL (Long Papers) Vladimir Malinovskii, Andrei Panferov, Ivan Ilin, Han Guo, Peter Richtárik, Dan Alistarh
2025	A*	`conf`	QuEST: Stable Training of LLMs with 1-Bit Weights and Activations. ICML Andrei Panferov, Jiale Chen, Soroush Tabesh, Mahdi Nikdan, Dan Alistarh
2025	J	`jnl`	QuEST: Stable Training of LLMs with 1-Bit Weights and Activations. CoRR Andrei Panferov, Jiale Chen, Soroush Tabesh, Roberto L. Castro, Mahdi Nikdan, Dan Alistarh
2025	J	`jnl`	Quartet: Native FP4 Training Can Be Optimal for Large Language Models. CoRR Roberto L. Castro, Andrei Panferov, Soroush Tabesh, Oliver Sieberling, Jiale Chen, Mahdi Nikdan, Saleh Ashkboos, Dan Alistarh
2025	J	`jnl`	Unified Scaling Laws for Compressed Representations. CoRR Andrei Panferov, Alexandra Volkova, Ionut-Vlad Modoranu, Vage Egiazarian, Mher Safaryan, Dan Alistarh
2024	J	`jnl`	Correlated Quantization for Faster Nonconvex Distributed Optimization. CoRR Andrei Panferov, Yury Demidovich, Ahmad Rammal, Peter Richtárik
2024	A*	`conf`	Extreme Compression of Large Language Models via Additive Quantization. ICML Vage Egiazarian, Andrei Panferov, Denis Kuznedelev, Elias Frantar, Artem Babenko, Dan Alistarh
2024	J	`jnl`	Extreme Compression of Large Language Models via Additive Quantization. CoRR Vage Egiazarian, Andrei Panferov, Denis Kuznedelev, Elias Frantar, Artem Babenko, Dan Alistarh
2024	J	`jnl`	Panza: A Personalized Text Writing Assistant via Data Playback and Local Fine-Tuning. CoRR Armand Nicolicioiu, Eugenia Iofinova, Eldar Kurtic, Mahdi Nikdan, Andrei Panferov, Ilia Markov, Nir Shavit, Dan Alistarh
2024	J	`jnl`	Pushing the Limits of Large Language Model Quantization via the Linearity Theorem. CoRR Vladimir Malinovskii, Andrei Panferov, Ivan Ilin, Han Guo, Peter Richtárik, Dan Alistarh