Rodion Novkin

M.Sc. Rodion Novkin

Novkin, Rodion; Amrouch, Hussam: Kolmogorov-Arnold Network for Transistor Compact Modeling. Advanced Intelligent Systems, 2025 more…
Novkin, Rodion; Amrouch, Hussam: Dual Neural Network Framework with SPICE Integration for Fast and Accurate Transistor Modeling. Advanced Intelligent Systems, 2025 more…

Genssler, Paul R.; Wasif, Sandy A.; Wael, Miran; Novkin, Rodion; Amrouch, Hussam: Frontiers in Edge AI with RISC-V: Quantized Neural Networks vs. Hyperdimensional Computing. Proceedings of the Conference on Design, Automation & Test in Europe (DATE'24), 2024 more…

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 )