Rodion Novkin

Publication Activity (10 Years)

Years Active: 2020-2024
Publications (10 Years): 7

Top Topics

Multilayer Perceptron

Reliability Analysis

Margin Maximization

Top Venues

IEEE Trans. Computers

Publications

Rodion Novkin, Florian Klemme, Hussam Amrouch
Approximation- and Quantization-Aware Training for Graph Neural Networks. IEEE Trans. Computers 73 (2) (2024)
Paul R. Genssler, Sandy A. Wasif, Miran Wael, Rodion Novkin, Hussam Amrouch
Frontiers in Edge AI with RISC-V: Hyperdimensional Computing vs. Quantized Neural Networks. DATE (2024)
Om Prakash, Rodion Novkin, Virinchi Roy Surabhi, Prashanth Krishnamurthy, Ramesh Karri, Farshad Khorrami, Hussam Amrouch
Comprehensive Reliability Analysis of 22nm FDSOI SRAM from Device Physics to Deep Learning. ISCAS (2023)
Rodion Novkin, Simon Thomann, Hussam Amrouch
ML-TCAD: Perspectives and Challenges on Accelerating Transistor Modeling using ML. MLCAD (2023)
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
Bit Error Tolerance Metrics for Binarized Neural Networks. CoRR (2021)
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
Margin-Maximization in Binarized Neural Networks for Optimizing Bit Error Tolerance. DATE (2021)
Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen, Mario Günzel, Christian Hakert, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla
Towards Explainable Bit Error Tolerance of Resistive RAM-Based Binarized Neural Networks. CoRR (2020)