M.Sc. Rodion Novkin

List of Publications

2023

  • Novkin, Rodion; Amrouch, Hussam; Klemme, Florian: Approximation-Aware and Quantization-Aware Training for Graph Neural Networks. IEEE Transactions on Computers (TC), 2023 more… Full text ( DOI )
  • Novkin, Rodion; Thomann, Simon; Amrouch, Hussam: ML-TCAD: Perspectives and Challenges on Accelerating Transistor Modeling using ML. ACM/IEEE 5th Workshop on Machine Learning for CAD (MLCAD), 2023 more… Full text ( DOI )
  • Prakash, Om; Novkin, Rodion; Surabhi, Virinchi Roy; Krishnamurthy, Prashanth; Karri, Ramesh; Khorrami, Farshad; Amrouch, Hussam: Comprehensive Reliability Analysis of 22nm FDSOI SRAM from Device Physics to Deep Learning. 2023 IEEE International Symposium on Circuits and Systems (ISCAS), 2023 more… Full text ( DOI )
  • Thomann, Simon; Novkin, Rodion; Li, Jiajie; Hu, Yuting; Xiong, Jinjun; Amrouch, Hussam: Accelerating FeFET Reliability Analysis using Machine Learning. IEEE Transactions on Electron Devices (TED), 2023 more… Full text ( DOI )