269 entries « 1 of 6 »

2024

269.

Farcas, Allen-Jasmin; Lee, Myungjin; Payani, Ali; Kompella, Ramana Rao; Latapie, Hugo; Marculescu, Radu

CHESSFL: Clustering Hierarchical Embeddings for Semi-Supervised Federated Learning Conference Forthcoming

Proceedings of the 9th ACM/IEEE Conference on Internet of Things Design and Implementation, Forthcoming.

BibTeX | Tags: Federated Learning, Hierarchical Federated Learning, Semi-supervised learning

268.

Cooper, Geffen; Marculescu, Radu

Beyond Thresholds: A General Approach to Sensor Selection for Practical Deep Learning-based HAR Conference Forthcoming

Proceedings of the 9th ACM/IEEE Conference on Internet of Things Design and Implementation, Forthcoming.

BibTeX | Tags: Cascaded Inference, Efficient Inference, Human Activity Recognition, Sensor Selection

267.

Mustafa, Munir; Modi, Saloni; Cooper, Geffen; Kim, Huntae; Marculescu, Radu

Three Decades of Low Power: From Watts to Wisdom Journal Article

In: IEEE Access, vol. 12, pp. 19447-19458, 2024.

Links | BibTeX | Tags: Dynamic networks, Edge AI, Featured, Graph Neural Network

266.

Rahman, Md Mostafijur; Marculescu, Radu

G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation Conference

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024.

Links | BibTeX | Tags: Deep Learning Architecture, Graph Neural Network, Medical Image Segmentation

2023

265.

Yang, Yuedong; Chiang, Hung-Yueh; Li, Guihong; Marculescu, Diana; Marculescu, Radu

Efficient Low-rank Backpropagation for Vision Transformer Adaptation Conference

Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS) 2023, 2023.

Abstract | Links | BibTeX | Tags: On-device Training, Vision Transformer

264.

Hurtado, Sofia; Marculescu, Radu

Quarantine in Motion: A Graph Learning and Multi-Agent Reinforcement Learning Framework to Reduce Disease Transmission Without Lockdown Conference

Proceedings of the 2023 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2023), 2023.

Abstract | Links | BibTeX | Tags: Epidemics, GPS, Graph Neural Network, Multi Agent Reinforcement Learning

263.

Farcas, Allen-Jasmin; Marculescu, Radu

Teaching Edge AI at the Undergraduate Level: A Hardware–Software Co-Design Approach Journal Article

In: Computer, vol. 56, iss. 11, pp. 30-38, 2023.

Links | BibTeX | Tags:

262.

Li, Guihong; Bhardwaj, Kartikeya; Yang, Yuedong; Marculescu, Radu

TIPS: Topologically Important Path Sampling for Anytime Neural Networks Conference

International Conference on Machine Learning (ICML), 2023.

Links | BibTeX | Tags: Dynamic networks, Edge AI, Featured, Internet of Things, Model Compression & Optimization, Neural Architecture Search

261.

Rahman, Md Mostafijur; Marculescu, Radu

Multi-scale Hierarchical Vision Transformer with Cascaded Attention Decoding for Medical Image Segmentation Conference

Medical Imaging with Deep Learning, 2023.

Links | BibTeX | Tags: Deep Learning Architecture, Medical Image Segmentation, Vision Transformer

260.

Xue, Zihui; Yang, Yuedong; Marculescu, Radu

SUGAR: Efficient Subgraph-level Training via Resource-aware Graph Partitioning Journal Article

In: IEEE Transactions on Computers, 2023, ISSN: 0018-9340.

Abstract | Links | BibTeX | Tags: Edge AI, Graph Neural Network

259.

Goksoy, Alper-A; Li, Guihong; Mandal, Sumit K.; Ogras, Umit Y.; Marculescu, Radu

CANNON: Communication-Aware Sparse Neural Network Optimization Journal Article

In: IEEE Transactions on Emerging Topics in Computing, 2023.

Links | BibTeX | Tags: Model Compression & Optimization, NoCmap, Systems

258.

Munir, Mustafa; Avery, William; Marculescu, Radu

MobileViG: Graph-Based Sparse Attention for Mobile Vision Applications Conference

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023.

Links | BibTeX | Tags: Deep Learning Architecture, Edge AI, Internet of Things

257.

Xue, Zihui; Marculescu, Radu

Dynamic Multimodal Fusion Conference

Multimodal Learning and Applications Workshop (Conference on Computer Vision and Pattern Recognition Workshops), 2023.

Links | BibTeX | Tags: Dynamic networks

256.

Farcas, Allen-Jasmin; Marculescu, Radu

Demo Abstract: A Hardware Prototype Targeting Federated Learning with User Mobility and Device Heterogeneity Conference

International Conference on Internet-of-Things Design and Implementation (IoTDI), 2023.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Mobility

255.

Farcas, Allen-Jasmin; Lee, Myungjin; Kompella, Ramana Rao; Latapie, Hugo; de Veciana, Gustavo; Marculescu, Radu

MOHAWK: Mobility and Heterogeneity-Aware Dynamic Community Selection for Hierarchical Federated Learning Conference

Proceedings of the 8th ACM/IEEE Conference on Internet of Things Design and Implementation, 2023.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Mobility

254.

Yang, Yuedong; Li, Guihong; Marculescu, Radu

Efficient On-device Training via Gradient Filtering Conference

The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.

Links | BibTeX | Tags: Edge AI, Internet of Things, On-device Training, Systems

253.

Li, Guihong; Yang, Yuedong; Bhardwaj, Kartikeya; Marculescu, Radu

ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients Conference

International Conference on Learning Representations (ICLR), 2023.

Links | BibTeX | Tags: Edge AI, Featured, Neural Architecture Search

252.

Hoang, Duc N. M; Liu, Shiwei; Marculescu, Radu; Wang, Zhangyang

Revisiting Pruning at Initialization through the Lens of Ramanujan Graph Conference

International Conference on Learning Representations (ICLR), 2023.

Links | BibTeX | Tags: Model Compression & Optimization

251.

Rahman, Md Mostafijur; Marculescu, Radu

Medical Image Segmentation via Cascaded Attention Decoding Proceedings Article

In: Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, pp. 6222-6231, 2023.

Links | BibTeX | Tags: Deep Learning Architecture, Medical Image Segmentation

2022

250.

Krishnakumar, Anish; Marculescu, Radu; Ogras, Umit Y

INDENT: Incremental Online Decision Tree Training for Domain-Specific Systems-on-Chip Proceedings Article

In: Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1-9, 2022.

Links | BibTeX | Tags: Embedded Systems, Model Compression & Optimization, Networks, Systems

249.

Farcas, Allen-Jasmin; Chen, Xiaohan; Wang, Zhangyang; Marculescu, Radu

Model Elasticity for Hardware Heterogeneity in Federated Learning Systems Proceedings Article

In: Proceedings of the 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network (FedEdge), pp. 19-24, 2022.

Links | BibTeX | Tags: Edge AI, Federated Learning, Internet of Things, Model Compression & Optimization, Systems

248.

Krishnakumar, Anish; Ogras, Umit Y; Marculescu, Radu; Kishinevsky, Michael; Mudge, Trevor

Domain-Specific Architectures (DSAs): Research Problems and Promising Approaches Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), 2022.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Internet of Things, Systems

247.

Hurtado, Sofia; Marculescu, Radu; Drake, Justin

Quarantine in Motion: a Graph Learning Framework to Reduce Disease Transmission without Lockdown Proceedings Article

In: Proceedings of the 2022 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2022), 2022.

Links | BibTeX | Tags: Epidemics, Mobility, Networks

246.

Liang, Dawei; Li, Guihong; Adaimi, Rebecca; Marculescu, Radu; Thomaz, Edison

AudioIMU: Enhancing Inertial Sensing-Based Activity Recognition with Acoustic Models Proceedings Article

In: Proceedings of the 2022 ACM International Symposium on Wearable Computers (ISWC), pp. 44-48, 2022.

Links | BibTeX | Tags:

245.

Xue, Zihui; Yang, Yuedong; Yang, Mengtian; Marculescu, Radu

SUGAR: Efficient Subgraph-level Training via Resource-aware Graph Partitioning Proceedings Article

In: arXiv preprint arXiv:2202.00075, 2022.

Links | BibTeX | Tags:

2021

244.

Hurtado, Sofia; Marculescu, Radu; Drake, Justin; Srinivasan, Ravi

Pruning Digital Contact Networks for Meso-scale Epidemics Surveillance Using Foursquare Data Proceedings Article

In: ACM/IEEE Intl. Conf. on Advances in Social Network Analysis and Mining (ASONAM), 2021.

Links | BibTeX | Tags: Epidemics, GPS, Mobility, Networks

243.

Yang, Yuedong; Xue, Zihui; Marculescu, Radu

Anytime Depth Estimation with Limited Sensing and Computation Capabilities on Mobile Devices Proceedings Article

In: The Conference on Robot Learning, 2021.

Links | BibTeX | Tags: Dynamic networks, Edge AI, Embedded Systems, Systems

242.

Li, Guihong; Mandal, Sumit K; Ogras, Umit Y; Marculescu, Radu

FLASH: Fast Neural Architecture Search with Hardware Optimization Journal Article

In: ACM Transactions on Embedded Computing Systems, vol. 20, no. 63, pp. 1-26, 2021.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Model Compression & Optimization, Neural Architecture Search

241.

Goksoy, A Alper; Krishnakumar, Anish; Hassan, Md Sahil; Farcas, Allen J; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

DAS: Dynamic Adaptive Scheduling for Energy-Efficient Heterogeneous SoCs Journal Article

In: IEEE Embedded Systems Letters, 2021.

Links | BibTeX | Tags: Embedded Systems, Systems

240.

Bhardwaj, Kartikeya.; Li, Guihong.; Marculescu, Radu.

How does topology influence gradient propagation and model performance of deep networks with DenseNet-type skip connections? Conference

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021.

Links | BibTeX | Tags: Featured, Model Compression & Optimization, Neural Architecture Search

2020

239.

Krishnakumar, A.; Arda, S. E.; Goksoy, A. A.; Mandal, S. K.; Ogras, U. Y.; Sartor, A. L.; Marculescu, R.

Runtime Task Scheduling Using Imitation Learning for Heterogeneous Many-Core Systems Journal Article

In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 39, no. 11, pp. 4064-4077, 2020.

Links | BibTeX | Tags: Embedded Systems, Featured, Systems

238.

Davis, Brian; Bhatt, Umang; Bhardwaj, Kartikeya; Marculescu, Radu; Moura, José MF

On network science and mutual information for explaining deep neural networks Proceedings Article

In: ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 8399–8403, IEEE 2020.

Links | BibTeX | Tags: Networks

237.

Arda, Samet; Anish, NK; Goksoy, Ahmet Alper; Mack, Joshua; Kumbhare, Nirmal; Sartor, Anderson Luiz; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

DS3: A system-level domain-specific system-on-chip simulation framework Journal Article

In: IEEE Transactions on Computers, 2020.

Links | BibTeX | Tags: Embedded Systems, SmallNoC, Systems

236.

Chen, Wei; Bhardwaj, Kartikeya; Marculescu, Radu

FedMAX: Mitigating Activation Divergence for Accurate and Communication-Efficient Federated Learning Journal Article

In: The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) , 2020.

Links | BibTeX | Tags: Edge AI, Federated Learning

235.

Topirceanu, Alexandru; Udrescu, Mihai; Marculescu, Radu

Centralized and decentralized isolation strategies and their impact on the COVID-19 pandemic dynamics Journal Article

In: arXiv preprint arXiv:2004.04222, 2020.

Links | BibTeX | Tags: Epidemics, Networks

234.

Sartor, Anderson L; Krishnakumar, Anish; Arda, Samet E; Ogras, Umit Y; Marculescu, Radu

HiLITE: Hierarchical and Lightweight Imitation Learning for Power Management of Embedded SoCs Journal Article

In: IEEE Computer Architecture Letters, vol. 19, no. 1, pp. 63–67, 2020.

Links | BibTeX | Tags: Embedded Systems, Systems

233.

Farcas, Allen-Jasmin; Li, Guihong; Bhardwaj, Kartikeya; Marculescu, Radu

A Hardware Prototype Targeting Distributed Deep Learning for On-Device Inference Proceedings Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, pp. 398–399, 2020.

Links | BibTeX | Tags: Edge AI, Model Compression & Optimization

232.

Krishnakumar, Anish; Arda, Samet E; Goksoy, Alper A; Mandal, Sumit K; Ogras, Umit Y; Sartor, Anderson L; Marculescu, Radu

Runtime Task Scheduling using Imitation Learning for Heterogeneous Many-Core Systems Journal Article

In: arXiv preprint arXiv:2007.09361, 2020.

Links | BibTeX | Tags: Embedded Systems, Systems

231.

Lin, Ching-Yi; Marculescu, Radu

Model Personalization for Human Activity Recognition Proceedings Article

In: 2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops), pp. 1–7, IEEE 2020.

Links | BibTeX | Tags: Edge AI, Federated Learning

230.

Marculescu, Radu; Marculescu, Diana; Ogras, Umit

Edge AI: Systems Design and ML for IoT Data Analytics Proceedings Article

In: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 3565–3566, 2020.

Links | BibTeX | Tags: Edge AI, Internet of Things, Systems

229.

Bhardwaj, Kartikeya; Chen, Wei; Marculescu, Radu

New Directions in Distributed Deep Learning: Bringing the Network at Forefront of IoT Design Journal Article

In: arXiv preprint arXiv:2008.10805, 2020.

Links | BibTeX | Tags: Edge AI, Internet of Things

228.

Bogdan, Paul; Marculescu, Radu

From Physical Processes to Theoretical Foundations of Cyber-Physical Systems Design and Optimization Journal Article

In: Principles of Cyber-Physical Systems: An Interdisciplinary Approach, pp. 3, 2020.

Links | BibTeX | Tags: Cyber-Physical Systems, Systems

2019

227.

Lo, Chieh; Marculescu, Radu

MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks Journal Article

In: Bmc Bioinformatics, vol. 20, no. 12, pp. 314, 2019.

Links | BibTeX | Tags: Biological Networks, Networks

226.

Davis, Brian; Bhatt, Umang; Bhardwaj, Kartikeya; Marculescu, Radu; Moura, José

NIF: A Framework for Quantifying Neural Information Flow in Deep Networks Proceedings Article

In: Workshop on Network Interpretability for Deep Learning@ AAAI Conf. on Artificial Intelligence (AAAI), Honolulu, 2019.

Links | BibTeX | Tags: Networks

225.

Hurtado, Sofia; Ray, Poushali; Marculescu, Radu

Bot Detection in Reddit Political Discussion Proceedings Article

In: Proceedings of the Fourth International Workshop on Social Sensing, pp. 30–35, 2019.

Links | BibTeX | Tags: Networks, Social Networks

224.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

Dream distillation: A data-independent model compression framework Journal Article

In: arXiv preprint arXiv:1905.07072, 2019.

Links | BibTeX | Tags: Edge AI, Model Compression & Optimization

223.

Bhardwaj, Kartikeya; Lin, Ching-Yi; Sartor, Anderson; Marculescu, Radu

Memory-and communication-aware model compression for distributed deep learning inference on iot Journal Article

In: ACM Transactions on Embedded Computing Systems (TECS), vol. 18, no. 5s, pp. 1–22, 2019.

Links | BibTeX | Tags: Edge AI, Featured, Model Compression & Optimization, Networks

222.

Arda, Samet E; Anish, NK; Goksoy, Alper A; Mack, Joshua; Kumbhare, Nirmal; Sartor, Anderson L; Akoglu, Ali; Marculescu, Radu; Ogras, Umit Y

Work-in-Progress: A Simulation Framework for Domain-Specific System-on-Chips Proceedings Article

In: 2019 International Conference on Hardware/Software Codesign and System Synthesis (CODES+ ISSS), pp. 1–2, IEEE 2019.

Links | BibTeX | Tags: Embedded Systems, Systems

221.

Sartor, Anderson Luiz; Becker, Pedro Henrique Exenberger; Wong, Stephan; Marculescu, Radu; Beck, Antonio Carlos Schneider

Machine Learning-Based Processor Adaptability Targeting Energy, Performance, and Reliability Proceedings Article

In: 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), pp. 158–163, IEEE 2019.

Links | BibTeX | Tags: Edge AI, Embedded Systems, Model Compression & Optimization, Systems

220.

Bhardwaj, Kartikeya; Suda, Naveen; Marculescu, Radu

EdgeAI: A Vision for Deep Learning in IoT Era Journal Article

In: IEEE Design & Test, 2019.

Links | BibTeX | Tags: Edge AI, Internet of Things

269 entries « 1 of 6 »