250 entries « 1 of 5 »

2022

250.

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

INDENT: Incremental Online Decision Tree Training for Domain-Specific Systems-on-Chip Inproceedings Forthcoming

In: 2022 IEEE/ACM International Conference On Computer Aided Design (ICCAD), Forthcoming.

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 Inproceedings Forthcoming

In: FedEdge 2022 - 1st ACM Workshop on Data Privacy and Federated Learning Technologies for Mobile Edge Network, Forthcoming.

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 Forthcoming

In: ACM Transactions on Embedded Computing Systems, Forthcoming.

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 Inproceedings Forthcoming

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

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 Inproceedings

In: 2022 ACM International Symposium on Wearable Computers (ISWC’22), 2022.

BibTeX | Tags:

245.

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

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

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 Inproceedings

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 Inproceedings

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, K.; Li, G.; Marculescu, R.

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

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 13498-13507, 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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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 Inproceedings

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

2018

219.

Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Machine learning and manycore systems design: A serendipitous symbiosis Journal Article

In: Computer, vol. 51, no. 7, pp. 66–77, 2018.

Links | BibTeX | Tags: Embedded Systems, Systems

218.

Bhardwaj, Kartikeya; Marculescu, Radu

Dimensionality reduction via community detection in small sample datasets Inproceedings

In: Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 102–114, Springer, Cham 2018.

Links | BibTeX | Tags: Networks, Social Networks

217.

Topirceanu, Alexandru; Udrescu, Mihai; Marculescu, Radu

Weighted betweenness preferential attachment: A new mechanism explaining social network formation and evolution Journal Article

In: Scientific reports, vol. 8, no. 1, pp. 1–14, 2018.

Links | BibTeX | Tags: Networks, Social Networks

216.

Lo, Chieh; Marculescu, Radu

PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso Journal Article

In: arXiv preprint arXiv:1807.08039, 2018.

Links | BibTeX | Tags: Biological Networks, Networks

215.

Bhardwaj, Kartikeya; Stamoulis, Dimitrios; Ding, Ruizhou; Marculescu, Diana; Marculescu, Radu

Computational Approaches for Incorporating Short-and Long-Term Dynamics in Smart Water Networks Incollection

In: Smart Water Grids, pp. 297–323, CRC Press, 2018.

Links | BibTeX | Tags: Networks

214.

Stanley-Marbell, Phillip; Marculescu, Diana; Marculescu, Radu; Khosla, Pradeep K

Modeling computational, sensing, and actuation surfaces Journal Article

In: Low-Power Processors and Systems on Chips, pp. 16–1, 2018.

Links | BibTeX | Tags: Networks

213.

Joardar, Biresh Kumar; Kim, Ryan Gary; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Learning-based application-agnostic 3D NoC design for heterogeneous manycore systems Journal Article

In: IEEE Transactions on Computers, vol. 68, no. 6, pp. 852–866, 2018.

Links | BibTeX | Tags: Embedded Systems, Systems

212.

Joardar, Biresh Kumar; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Hybrid on-chip communication architectures for heterogeneous manycore systems Inproceedings

In: 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1–6, IEEE 2018.

Links | BibTeX | Tags: Embedded Systems, Systems

211.

Dong, Jiqian; Atulya, Gopaljee; Bhardwaj, Kartikeya; Marculescu, Radu

A Dynamic Network and Representation LearningApproach for Quantifying Economic Growth fromSatellite Imagery Journal Article

In: arXiv preprint arXiv:1812.00141, 2018.

Links | BibTeX | Tags: Networks

210.

Goyal, Anshul; Bhardwaj, Kartikeya; Marculescu, Radu

Climate Anomalies vs Air Pollution: Carbon Emissions and Anomaly Networks Journal Article

In: arXiv preprint arXiv:1812.02634, 2018.

Links | BibTeX | Tags: Networks

2017

209.

Lo, Chieh; Bhardwaj, Kartikeya; Marculescu, Radu

Towards cell-based therapeutics: A bio-inspired autonomous drug delivery system Journal Article

In: Nano communication networks, vol. 12, pp. 25–33, 2017.

Links | BibTeX | Tags: Biological Networks, Networks

208.

Wei, Guopeng; Bogdan, Paul; Marculescu, Radu

Modeling, Analysis and Design of Bio-hybrid Micro-robotic Swarms for Medical Applications Incollection

In: Modeling, Methodologies and Tools for Molecular and Nano-scale Communications, pp. 517–539, Springer, Cham, 2017.

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

207.

Ding, Ruizhou; Stamoulis, Dimitrios; Bhardwaj, Kartikeya; Marculescu, Diana; Marculescu, Radu

Enhancing precipitation models by capturing multivariate and multiscale climate dynamics Inproceedings

In: Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 39–42, 2017.

Links | BibTeX | Tags: Networks

206.

Bhardwaj, Kartikeya; Marculescu, Radu

K-hop learning: a network-based feature extraction for improved river flow prediction Inproceedings

In: Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 15–18, 2017.

Links | BibTeX | Tags: Networks

205.

Condessa, Filipe; Marculescu, Radu

From ideas to social signals: Spatiotemporal analysis of social media dynamics Inproceedings

In: Proceedings of the 2nd International Workshop on Social Sensing, pp. 29–34, 2017.

Links | BibTeX | Tags: Networks, Social Networks

204.

Kim, Ryan Gary; Choi, Wonje; Chen, Zhuo; Doppa, Janardhan Rao; Pande, Partha Pratim; Marculescu, Diana; Marculescu, Radu

Imitation learning for dynamic VFI control in large-scale manycore systems Journal Article

In: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 25, no. 9, pp. 2458–2471, 2017.

Links | BibTeX | Tags: Embedded Systems, Systems

203.

Bhardwaj, Kartikeya; Marculescu, Radu

Non-Stationary Bayesian Learning for Global Sustainability Journal Article

In: IEEE Transactions on Sustainable Computing, vol. 2, no. 3, pp. 304–316, 2017.

Links | BibTeX | Tags: Networks

202.

Koorehdavoudi, Hana; Bogdan, Paul; Wei, Guopeng; Marculescu, Radu; Zhuang, Jiang; Carlsen, Rika Wright; Sitti, Metin

Multi-fractal characterization of bacterial swimming dynamics: a case study on real and simulated serratia marcescens Journal Article

In: Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, vol. 473, no. 2203, pp. 20170154, 2017.

Links | BibTeX | Tags: Biological Networks, Networks

201.

Lo, Chieh; Marculescu, Radu

Inferring microbial interactions from metagenomic time-series using prior biological knowledge Inproceedings

In: Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, pp. 168–177, 2017.

Links | BibTeX | Tags: Biological Networks, Networks

250 entries « 1 of 5 »