Alexander Demidovskij

Часть публикаций из профиля, по году от новых к старым. Это не полный список последних работ автора; работы без года — в конце.

• Hebb-Inspired Low Rank Adapters for Large Language Models Fine-Tuning2026
• On the Influence of Layer Importance on LLM Fine-Tuning Acceleration and Quality2025
• Going Beyond LoRA Fine-Tuning with Hebb Learning: Blazingly Fast and Accurate2025
• Comprehensive Weight Decomposition Analysis of Modern Parameter-Efficient Methods2024
• Implementation Challenges and Strategies for Hebbian Learning in Convolutional Neural Networks2023
• OpenVINO Deep Learning Workbench: A Platform for Model Optimization, Analysis and Deployment2020 · аннотациясвернуть

  Dramatic advances in the field of deep learning have led to superhuman results of neural models on various specialized tasks. There is an urgent need in platforms that provide performance tuning, analysis, and…

• Effective Post-Training Quantization Of Neural Networks For Inference on Low Power Neural Accelerator2020 · аннотациясвернуть

  Neural network deployment to the target environment is considered a challenging task especially because of heavy burden of hardware requirements that DNN models lay on computation capabilities and power consumption. In…

• Comparative Analysis of MADM Approaches: ELECTRE, TOPSIS and Multi-level LDM Methodology2020