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Gitman, Igor

  1. Llama-Nemotron: Efficient Reasoning Models
    2025/05/02 by Akhiad Bercovich, Itay Levy, Bercovich, Akhiad +224 · 1 voice · 29 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Topic Modeling
  2. Large Batch Training of Convolutional Networks
    2017/08/13 by You, Yang, Gitman, Igor, Ginsburg, Boris · 20 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  3. OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data
    2024/10/02 by Shubham Toshniwal, Wei Du, Toshniwal, Shubham +9 · 45 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Machine Learning and Data Classification
  4. OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset
    2024/02/15 by Shubham Toshniwal, Toshniwal, Shubham, Ivan Moshkov +9 · 27 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing
  5. AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset
    2025/04/23 by Moshkov, Ivan, Hanley, Darragh, Sorokin, Ivan +5 · 44 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Nemotron-4 340B Technical Report
    2024/06/17 by Nvidia, :, Adler, Bo +80 · 20 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Nemotron-H: A Family of Accurate and Efficient Hybrid Mamba-Transformer Models
    2025/04/04 by NVIDIA, :, Blakeman, Aaron +198 · 26 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Understanding the Role of Momentum in Stochastic Gradient Methods
    2019/10/30 by Igor Gitman, Gitman, Igor, Hunter Lang +5 · 6 citations
    Computer Science · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Numerical methods in inverse problems #Optimization and Control (math.OC) #Stochastic Gradient Optimization Techniques
  9. Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq
    2018/05/25 by Oleksii Kuchaiev, Kuchaiev, Oleksii, Boris Ginsburg +13 · 5 citations
    Computer Science · #Topic Modeling #Natural Language Processing Techniques #Speech Recognition and Synthesis
  10. NVIDIA Nemotron Nano 2: An Accurate and Efficient Hybrid Mamba-Transformer Reasoning Model
    2025/08/20 by NVIDIA, Aarti Basant, : +305 · 23 citations
    Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
  11. Comparison of Batch Normalization and Weight Normalization Algorithms for the Large-scale Image Classification
    2017/09/24 by Gitman, Igor, Ginsburg, Boris · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  12. NVIDIA Nemotron 3: Efficient and Open Intelligence
    2025/12/24 by NVIDIA, :, Blakeman, Aaron +356 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  13. Nemotron 3 Nano: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning
    2025/12/23 by NVIDIA, :, Aaron Blakeman +623 · 1 voice · 2 citations
    #cs.CL #cs.AI #cs.LG
  14. GenSelect: A Generative Approach to Best-of-N
    2025/07/23 by Shubham Toshniwal, Toshniwal, Shubham, Ivan Sorokin +7 · 5 citations
    Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #Explainable Artificial Intelligence (XAI) #Topic Modeling