Marculescu, Diana

HyperPower: Power- and memory-constrained hyper-parameter optimization for neural networks

Stamoulis, D., Cai, E., Juan, D.-C., & Marculescu, D. (2018) · 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE)

Machine Learning and Data ClassificationParallel Computing and Optimization Techniques

Cited by 67

Designing adaptive neural networks for energy-constrained image classification

Stamoulis, D., Chin, T.-W. (., Prakash, A. K., Fang, H., Sajja, S., Bognar, M., & Marculescu, D. (2018) · Proceedings of the International Conference on Computer-Aided Design

Advanced Neural Network ApplicationsMachine Learning and Data Classification

Cited by 63

FLightNNs: Lightweight Quantized Deep Neural Networks for Fast and Accurate Inference

Ding, R., Liu, Z., Chin, T.-W., Marculescu, D., & Blanton, R. D. (. (2019) · Proceedings of the 56th Annual Design Automation Conference 2019

Advanced Neural Network ApplicationsEmbedded Systems Design Techniques

Cited by 19

Jumping through Local Minima: Quantization in the Loss Landscape of Vision Transformers

Frumkin, N., Gope, D., & Marculescu, D. (2023) · 2023 IEEE/CVF International Conference on Computer Vision (ICCV)

Advanced Neural Network ApplicationsStochastic Gradient Optimization Techniques

Cited by 14

CPT-V: A Contrastive Approach to Post-Training Quantization of Vision Transformers

Frumkin, N., Gope, D., & Marculescu, D. (2022) · arXiv

Advanced Neural Network ApplicationsDomain Adaptation and Few-Shot Learning

Cited by 1