@conference{Data_to_Design_Frequency,

title = {From Data to Design: Leveraging Frequency Statistics for Efficient Neural Network Architectures},

author = {Mustafa Munir and Guihong Li and Md Mostafijur Rahman and Alex Zhang and Radu Marculescu},

url = {https://openaccess.thecvf.com/content/CVPR2025W/eLVM/html/Munir_From_Data_to_Design_Leveraging_Frequency_Statistics_for_Efficient_Neural_CVPRW_2025_paper.html},

year  = {2025},

date = {2025-06-11},

urldate = {2025-06-11},

booktitle = {2025 Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},

keywords = {Deep Learning Architecture, Efficient Inference, Model Compression \& Optimization, Neural Architecture Search},

pubstate = {published},

tppubtype = {conference}

}

@conference{tips_icml2023,

title = {TIPS: Topologically Important Path Sampling for Anytime Neural Networks},

author = {Li, Guihong and Bhardwaj, Kartikeya and Yang, Yuedong and Marculescu, Radu},

url = {https://arxiv.org/abs/2305.08021},

year  = {2023},

date = {2023-07-15},

urldate = {2023-07-15},

booktitle = {International Conference on Machine Learning (ICML)},

keywords = {Dynamic networks, Edge AI, Featured, Internet of Things, Model Compression \& Optimization, Neural Architecture Search},

pubstate = {published},

tppubtype = {conference}

}

@conference{iclr2023,

title = {ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients},

author = {Guihong Li and Yuedong Yang and Kartikeya Bhardwaj and Radu Marculescu },

url = {https://arxiv.org/pdf/2301.11300.pdf},

year  = {2023},

date = {2023-01-26},

urldate = {2023-01-26},

booktitle = {International Conference on Learning Representations (ICLR)},

keywords = {Edge AI, Featured, Neural Architecture Search},

pubstate = {published},

tppubtype = {conference}

}

@conference{cvpr2021,

title = {How does topology influence gradient propagation and model performance of deep networks with DenseNet-type skip connections?},

author = {Bhardwaj, Kartikeya. and Li, Guihong. and Marculescu, Radu. },

url = {https://arxiv.org/pdf/1910.00780.pdf},

year  = {2021},

date = {2021-06-12},

urldate = {2021-06-12},

booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},

pages = {13498-13507},

keywords = {Featured, Model Compression \& Optimization, Neural Architecture Search},

pubstate = {published},

tppubtype = {conference}

}