Andrei Panferov

Andrei Panferov on Hugging Face Daily Papers: 7 papers, 1 in the top 3 of their day, 346 upvotes.

  1. Disaggregated Quantization: Specializing LLM Prefill and Decode 90 upvotes, #2 of 2026-09-28
  2. Quartet II: Accurate LLM Pre-Training in NVFP4 by Improved Unbiased Gradient Estimation 55 upvotes, #4 of 2026-02-02
  3. Bridging the Gap Between Promise and Performance for Microscaling FP4 Quantization 25 upvotes, #6 of 2025-10-06
  4. Apertus: Democratizing Open and Compliant LLMs for Global Language Environments 9 upvotes, #11 of 2025-09-19
  5. Unified Scaling Laws for Compressed Representations 18 upvotes, #14 of 2025-06-03
  6. Quartet: Native FP4 Training Can Be Optimal for Large Language Models 73 upvotes, #4 of 2025-05-26
  7. QuEST: Stable Training of LLMs with 1-Bit Weights and Activations 40 upvotes, #5 of 2025-02-10

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