About Olga Krestinskaya Olga Krestinskaya Ph.D. Student, Electrical and Computer Engineering Neuromorphic Circuits Systems Neural Network Architectures Olga`s research is focusing on reconfigurable neural network implementation on CMOS-memristive hardware. Events Presented Events Jun 29 - Jul 5, 2025 Towards Efficient AI Hardware: Software-Hardware Co-Design for In-Memory Computing Accelerators Olga Krestinskaya, Ph.D. Student, Electrical and Computer Engineering Jun 29, 08:00 - 10:00 Zoom Meeting 980 9796 2723; B4 L5 R5220 This dissertation addresses two key challenges in software–hardware co-design for IMC-based neural network accelerators: (1) the need to develop generalized IMC hardware that can efficiently support multiple neural network models, and (2) the need for automated frameworks that jointly optimize model parameters, quantization schemes, and IMC hardware configurations for workload-specific deployments.
Towards Efficient AI Hardware: Software-Hardware Co-Design for In-Memory Computing Accelerators Olga Krestinskaya, Ph.D. Student, Electrical and Computer Engineering Jun 29, 08:00 - 10:00 Zoom Meeting 980 9796 2723; B4 L5 R5220 This dissertation addresses two key challenges in software–hardware co-design for IMC-based neural network accelerators: (1) the need to develop generalized IMC hardware that can efficiently support multiple neural network models, and (2) the need for automated frameworks that jointly optimize model parameters, quantization schemes, and IMC hardware configurations for workload-specific deployments.
Engage ORCID LinkedIn KAUST Repository KAUST Academic Portal Scopus IEEE Xplore DBLP ShareClipboard Related Sites Electrical and Computer Engineering (ECE) Sensors (Sensors) Related Content Articles 2 Events 1 Related Links Olga Krestinskaya publications on Google Scholar
