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, P. Kashyap, A. Aysu, P. Franzon, S. Dey & C. Cheng*

Sources: Web Of Science, ORCID
Added: October 11, 2022

2022 article

Modeling of Adaptive Receiver Performance Using Generative Adversarial Networks

IEEE 72ND ELECTRONIC COMPONENTS AND TECHNOLOGY CONFERENCE (ECTC 2022), pp. 1958–1963.

By: P. Kashyap, Y. Choi*, S. Dey, D. Baron, C. Wong, T. Wu, C. Cheng*, P. Franzon

author keywords: SerDes; receiver; behavior modeling; adaptive; generative; GAN; DFE; IBIS-AMI
Sources: Web Of Science, ORCID
Added: September 19, 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, A. Gajjar, Y. Choi*, C. Wong, D. Baron, T. Wu, C. Cheng*, P. Franzon

author keywords: SerDes; receiver; behavior modeling; adaptive; generative; measurement; GAN; DFE; IBIS-AMI
Sources: Web Of Science, ORCID
Added: October 31, 2022

2021 journal article

2Deep: Enhancing Side-Channel Attacks on Lattice-Based Key-Exchange via 2-D Deep Learning

IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 40(6), 1217–1229.

By: P. Kashyap, F. Aydin, S. Potluri, P. Franzon & A. Aysu

author keywords: Resistance; Performance evaluation; Deep learning; Protocols; Power measurement; Side-channel attacks; NIST; Cross-device; data-augmentation; deep learning (DL); lattice-based key-exchange protocols; power side channels
Sources: Web Of Science, ORCID
Added: June 10, 2021

2021 article

High Speed Receiver Modeling Using Generative Adversarial Networks

IEEE 30TH CONFERENCE ON ELECTRICAL PERFORMANCE OF ELECTRONIC PACKAGING AND SYSTEMS (EPEPS 2021).

By: P. Kashyap, W. Pitts n, D. Baron, C. Wong, T. Wu & P. Franzon

author keywords: eye diagram; IBIS-AMI; generative model; generative adversarial network; GAN; receiver
Sources: Web Of Science, ORCID
Added: March 21, 2022

2020 chapter

DeePar-SCA: Breaking Parallel Architectures of Lattice Cryptography via Learning Based Side-Channel Attacks

In Lecture Notes in Computer Science (pp. 262–280).

By: F. Aydin n, P. Kashyap, S. Potluri n, P. Franzon n & A. Aysu n

author keywords: Deep-learning; Power side-channels; Lattice-based key-exchange protocols
Source: ORCID
Added: October 4, 2021

2020 article

Machine Learning and Hardware security: Challenges and Opportunities -Invited Talk

2020 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER AIDED-DESIGN (ICCAD).

By: F. Regazzoni*, S. Bhasin*, A. Pour*, I. Alshaer*, F. Aydin, A. Aysu, V. Beroulle*, G. Di Natale* ...

author keywords: machine learning; hardware security
Sources: Web Of Science, ORCID
Added: August 30, 2021

2018 conference paper

An Autonomous Simultaneous Localization and Mapping Walker for Indoor Navigation

2018 IEEE 39th Sarnoff Symposium.

By: P. Kashyap, M. Saleh*, D. Shakhbulatov* & Z. Dong*

Source: ORCID
Added: October 4, 2021