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Somali Chaterji

Purdue University, USA

Virtuoso: Video-based Intelligence for real-time tuning on SOCs



Jayoung Lee , PengCheng Wang , Ran Xu , Venkat Dasari , Noah Weston , Yin Li , Saurabh Bagchi , Somali Chaterji

* 28 pages, 15 figures, 4 tables, ACM-TODAES 

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Lerna: Transformer Architectures for Configuring Error Correction Tools for Short- and Long-Read Genome Sequencing



Atul Sharma , Pranjal Jain , Ashraf Mahgoub , Zihan Zhou , Kanak Mahadik , Somali Chaterji

* 26 pages, 5 figures, 10 tables. Accepted to BMC Bioinformatics 

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TESSERACT: Gradient Flip Score to Secure Federated Learning Against Model Poisoning Attacks



Atul Sharma , Wei Chen , Joshua Zhao , Qiang Qiu , Somali Chaterji , Saurabh Bagchi

* 12 pages 

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Federated Action Recognition on Heterogeneous Embedded Devices



Pranjal Jain , Shreyas Goenka , Saurabh Bagchi , Biplab Banerjee , Somali Chaterji

* IEEE Transactions on Artificial Intelligence 2021 
* 13 pages, 12 figures 

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Ambrosia: Reduction in Data Transfer from Sensor to Server for Increased Lifetime of IoT Sensor Nodes



Shikhar Suryavansh , Abu Benna , Chris Guest , Somali Chaterji

* 13 pages, 7 figures, Nature Scientific Reports 

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JANUS: Benchmarking Commercial and Open-Source Cloud and Edge Platforms for Object and Anomaly Detection Workloads



Karthick Shankar , Pengcheng Wang , Ran Xu , Ashraf Mahgoub , Somali Chaterji

* "JANUS: Benchmarking Commercial and Open-Source Cloud and Edge Platforms for Object and Anomaly Detection Workloads," IEEE International Conference on Cloud Computing (IEEE Cloud), pp. 1--10, Oct 18-24, 2020 
* Appeared at the IEEE Cloud 2020 conference. 10 pages 

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ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles



Ran Xu , Chen-lin Zhang , Pengcheng Wang , Jayoung Lee , Subrata Mitra , Somali Chaterji , Yin Li , Saurabh Bagchi

* Accepted to appear at the 18th ACM Conference on Embedded Networked Sensor Systems (SenSys), 2020 

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Artificial Intelligence for Digital Agriculture at Scale: Techniques, Policies, and Challenges



Somali Chaterji , Nathan DeLay , John Evans , Nathan Mosier , Bernard Engel , Dennis Buckmaster , Ranveer Chandra

* 15 pages, 1 figure 

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ATHENA: Automated Tuning of Genomic Error Correction Algorithms using Language Models



Mustafa Abdallah , Ashraf Mahgoub , Saurabh Bagchi , Somali Chaterji

* 10 main pages, 7 references and appendices 

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