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Panferov, Andrei

  1. Pushing the Limits of Large Language Model Quantization via the Linearity Theorem
    2024/11/26 by Vladimir Malinovskii, Malinovskii, Vladimir, Andrei Panferov +10 · 6 voices · 5 citations
    Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.LG
  2. Extreme Compression of Large Language Models via Additive Quantization
    2024/01/11 by Vage Egiazarian, Egiazarian, Vage, Andrei Panferov +9 · 29 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
  3. Quartet: Native FP4 Training Can Be Optimal for Large Language Models
    2025/05/20 by Castro, Roberto L., Panferov, Andrei, Tabesh, Soroush +5 · 9 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Apertus: Democratizing Open and Compliant LLMs for Global Language Environments
    2025/09/17 by Apertus, Project, Hernández-Cano, Alejandro, Hägele, Alexander +100 · 9 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. QuEST: Stable Training of LLMs with 1-Bit Weights and Activations
    2025/02/07 by Panferov, Andrei, Chen, Jiale, Tabesh, Soroush +3 · 3 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)