2019
MetaNN: accurate classification of host phenotypes from metagenomic data using neural networks Journal Article
In: Bmc Bioinformatics, vol. 20, no. 12, pp. 314, 2019.
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.
Bot Detection in Reddit Political Discussion Proceedings Article
In: Proceedings of the Fourth International Workshop on Social Sensing, pp. 30–35, 2019.
Dream distillation: A data-independent model compression framework Journal Article
In: arXiv preprint arXiv:1905.07072, 2019.
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.
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.
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.
EdgeAI: A Vision for Deep Learning in IoT Era Journal Article
In: IEEE Design & Test, 2019.
2018
Machine learning and manycore systems design: A serendipitous symbiosis Journal Article
In: Computer, vol. 51, no. 7, pp. 66–77, 2018.
Dimensionality reduction via community detection in small sample datasets Proceedings Article
In: Pacific-Asia Conference on Knowledge Discovery and Data Mining, pp. 102–114, Springer, Cham 2018.
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.
PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso Journal Article
In: arXiv preprint arXiv:1807.08039, 2018.
Computational Approaches for Incorporating Short-and Long-Term Dynamics in Smart Water Networks Book Section
In: Smart Water Grids, pp. 297–323, CRC Press, 2018.
Modeling computational, sensing, and actuation surfaces Journal Article
In: Low-Power Processors and Systems on Chips, pp. 16–1, 2018.
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.
Hybrid on-chip communication architectures for heterogeneous manycore systems Proceedings Article
In: 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 1–6, IEEE 2018.
A Dynamic Network and Representation LearningApproach for Quantifying Economic Growth fromSatellite Imagery Journal Article
In: arXiv preprint arXiv:1812.00141, 2018.
Climate Anomalies vs Air Pollution: Carbon Emissions and Anomaly Networks Journal Article
In: arXiv preprint arXiv:1812.02634, 2018.
2017
Towards cell-based therapeutics: A bio-inspired autonomous drug delivery system Journal Article
In: Nano communication networks, vol. 12, pp. 25–33, 2017.
Modeling, Analysis and Design of Bio-hybrid Micro-robotic Swarms for Medical Applications Book Section
In: Modeling, Methodologies and Tools for Molecular and Nano-scale Communications, pp. 517–539, Springer, Cham, 2017.
Enhancing precipitation models by capturing multivariate and multiscale climate dynamics Proceedings Article
In: Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 39–42, 2017.
K-hop learning: a network-based feature extraction for improved river flow prediction Proceedings Article
In: Proceedings of the 3rd International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 15–18, 2017.
From ideas to social signals: Spatiotemporal analysis of social media dynamics Proceedings Article
In: Proceedings of the 2nd International Workshop on Social Sensing, pp. 29–34, 2017.
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.
Non-Stationary Bayesian Learning for Global Sustainability Journal Article
In: IEEE Transactions on Sustainable Computing, vol. 2, no. 3, pp. 304–316, 2017.
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.
Inferring microbial interactions from metagenomic time-series using prior biological knowledge Proceedings Article
In: Proceedings of the 8th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics, pp. 168–177, 2017.
Molecular communication with DNA cellular storage system Proceedings Article
In: Proceedings of the 4th ACM International Conference on Nanoscale Computing and Communication, pp. 1–6, 2017.
Discovering Hidden Knowledge in Carbon Emissions Data: A Multilayer Network Approach Proceedings Article
In: International Conference on Discovery Science, pp. 223–238, Springer, Cham 2017.
3D NoC-enabled heterogeneous manycore architectures for accelerating CNN training: performance and thermal trade-offs Proceedings Article
In: 2017 Eleventh IEEE/ACM International Symposium on Networks-on-Chip (NOCS), pp. 1–8, IEEE 2017.
On-chip communication network for efficient training of deep convolutional networks on heterogeneous manycore systems Journal Article
In: IEEE Transactions on Computers, vol. 67, no. 5, pp. 672–686, 2017.
MPLasso: Inferring microbial association networks using prior microbial knowledge Journal Article
In: PLoS computational biology, vol. 13, no. 12, pp. e1005915, 2017.
2016
Autonomous and adaptive control of populations of bacteria through environment regulation Proceedings Article
In: International Conference on Computational Methods in Systems Biology, pp. 168–185, Springer, Cham 2016.
An autonomous and adaptive bacteria-based drug delivery system Proceedings Article
In: Proceedings of the 3rd ACM International Conference on Nanoscale Computing and Communication, pp. 1–6, 2016.
In Silico Evaluation of the Impacts of Quorum Sensing Inhibition (QSI) on strain competition and development of QSI resistance Journal Article
In: Scientific reports, vol. 6, pp. 35136, 2016.
Hybrid network-on-chip architectures for accelerating deep learning kernels on heterogeneous manycore platforms Proceedings Article
In: Proceedings of the International Conference on Compilers, Architectures and Synthesis for Embedded Systems, pp. 1–10, 2016.
nOS: A nano-sized distributed operating system for many-core embedded systems Proceedings Article
In: 2016 IEEE 34th International Conference on Computer Design (ICCD), pp. 177–184, IEEE 2016.
Communication-based design for nanoscale SoCs Book Section
In: The VLSI Handbook: Second Edition, pp. 16–1, CRC Press, 2016.
Tolerance-based interaction: A new model targeting opinion formation and diffusion in social networks Journal Article
In: PeerJ Computer Science, vol. 2, pp. e42, 2016.
Data-Driven Engineering of Social Dynamics: Pattern Matching and Profit Maximization Journal Article
In: PloS one, vol. 11, no. 1, pp. e0146490, 2016.
Performance evaluation of noc-based multicore systems: From traffic analysis to noc latency modeling Journal Article
In: ACM Transactions on Design Automation of Electronic Systems (TODAES), vol. 21, no. 3, pp. 1–38, 2016.
Wireless NoC and dynamic VFI codesign: Energy efficiency without performance penalty Journal Article
In: IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 24, no. 7, pp. 2488–2501, 2016.
Overcoming the data-flow limit on parallelism with structural approximation Journal Article
In: WAX 2016, 2016.
2015
Network-based modeling and analysis of cloud fraction and precipitation: A case study for the ohio river basin Proceedings Article
In: Proceedings of the 1st ACM International Workshop on Cyber-Physical Systems for Smart Water Networks, pp. 1–6, 2015.
Energy efficient MapReduce with VFI-enabled multicore platforms Proceedings Article
In: 2015 52nd ACM/EDAC/IEEE Design Automation Conference (DAC), pp. 1–6, IEEE 2015.
Wireless NoC for VFI-enabled multicore chip design: Performance evaluation and design trade-offs Journal Article
In: IEEE Transactions on Computers, vol. 65, no. 4, pp. 1323–1336, 2015.
A support vector regression (SVR)-based latency model for network-on-chip (NoC) architectures Journal Article
In: IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 35, no. 3, pp. 471–484, 2015.
Molecular tweeting: unveiling the social network behind heterogeneous bacteria populations Proceedings Article
In: Proceedings of the 6th ACM Conference on Bioinformatics, Computational Biology and Health Informatics, pp. 366–375, 2015.
Towards autonomous control of molecular communication in populations of bacteria Proceedings Article
In: Proceedings of the Second Annual International Conference on Nanoscale Computing and Communication, pp. 1–6, 2015.
Statistical learning in chip (slic) Proceedings Article
In: 2015 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), pp. 664–669, IEEE 2015.
