Archit Manishbhai Gajjar

College of Engineering

Works (3)

Updated: December 18th, 2024 05:01

2024 journal article

RD-FAXID: Ransomware Detection with FPGA-Accelerated XGBoost

ACM TRANSACTIONS ON RECONFIGURABLE TECHNOLOGY AND SYSTEMS, 17(4).

By: A. Gajjar n, P. Kashyap n , A. Aysu n, P. Franzon n , Y. Choi *, C. Cheng *, G. Pedretti *, J. Ignowski *

author keywords: FPGAs; XGBoost; Binary Classification; High-Level Synthesis; Ransomware; Hardware Performance Counters; Accelerators; Machine Learning
Sources: Web Of Science, ORCID, NC State University Libraries
Added: August 15, 2024

2022 article

FAXID: FPGA-Accelerated XGBoost Inference for Data Centers using HLS

2022 IEEE 30TH INTERNATIONAL SYMPOSIUM ON FIELD-PROGRAMMABLE CUSTOM COMPUTING MACHINES (FCCM 2022), pp. 113–121.

By: A. Gajjar n, P. Kashyap n , A. Aysu n, P. Franzon n , S. Dey* & C. Cheng *

TL;DR: An FPGA-based XGBoost accelerator designed with High-Level Synthesis (HLS) tools and design flow accelerating binary classification inference is showcased, showing a latency speedup of the proposed design over state-of-art CPU and GPU implementations, including energy efficiency and cost-effectiveness. (via Semantic Scholar)
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UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: October 11, 2022

2022 article

RxGAN: Modeling High-Speed Receiver through Generative Adversarial Networks

MLCAD '22: PROCEEDINGS OF THE 2022 ACM/IEEE 4TH WORKSHOP ON MACHINE LEARNING FOR CAD (MLCAD), pp. 167–172.

By: P. Kashyap n , A. Gajjar n, Y. Choi *, C. Wong n , D. Baron n , T. Wu n , C. Cheng *, P. Franzon n 

Contributors: P. Kashyap n 

author keywords: SerDes; receiver; behavior modeling; adaptive; generative; measurement; GAN; DFE; IBIS-AMI
TL;DR: This work proposes a data-driven approach using generative adversarial training to model a real-world receiver with varying DFE and CTLE configurations while handling different channel conditions and bitstreams. (via Semantic Scholar)
UN Sustainable Development Goals Color Wheel
UN Sustainable Development Goal Categories
7. Affordable and Clean Energy (OpenAlex)
Sources: Web Of Science, NC State University Libraries, ORCID
Added: October 31, 2022

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