Andrei Panferov
5 papers · 2024–2026 · 4 venues · across top CS/AI venues
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Achievements
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🌍
Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
👥
Mega-Team · Civilization
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Research topics
Keywords
large language model
(2)
quantization
(1)
model quantization
(1)
stochastic gradient descent
(1)
non-convex optimization
(1)
communication complexity
(1)
transformer
(1)
distributed optimization
(1)
neural network optimization
(1)
quantization-aware training
(1)
multilingual language model
(1)
responsible artificial intelligence
(1)
hadamard transformation
(1)
data compliance
(1)
goldfish objective
(1)
correlated quantization
(1)
additive
(1)
codebook
(1)
activation
(1)
1-bit weights
(1)
Papers
Apertus: Democratizing Open and Compliant LLMs for Global Language Environments
ACL 2026
Correlated Quantization for Faster Nonconvex Distributed Optimization
UAI 2025
HIGGS: Pushing the Limits of Large Language Model Quantization via the Linearity Theorem
NAACL 2025
QuEST: Stable Training of LLMs with 1-Bit Weights and Activations
ICML 2025
Extreme Compression of Large Language Models via Additive Quantization
ICML 2024