Publications

This section contains publications published by ISI over the past several decades.

2021

Analyzing the confidentiality of undistillable teachers in knowledge distillation

Souvik Kundu, Qirui Sun, Yao Fu, Massoud Pedram, Peter Beerel
Advances in Neural Information Processing Systems 34, 9181-9192,  2021

Pipeline parallelism for inference on heterogeneous edge computing

Yang Hu, Connor Imes, Xuanang Zhao, Souvik Kundu, Peter A Beerel, Stephen P Crago, John Paul N Walters
arXiv preprint arXiv:2110.14895,  2021

GF-Flush: A GF (2) Algebraic Attack on Dynamically Secured Scan Chains

Dake Chen, Chunxiao Lin, Peter A Beerel
2021 IEEE International Symposium on Defect and Fault Tolerance in VLSI and …,  2021

A High Performance and Robust FIFO Synchronizer-Interface for Crossing Clock Domains in SFQ Logic

Gourav Datta, Shidie Lin, Peter A Beerel
arXiv preprint arXiv:2108.03719,  2021

A variation-aware hold time fixing methodology for single flux quantum logic circuits

Xi Li, Soheil Nazar Shahsavani, Xuan Zhou, Massoud Pedram, Peter A Beerel
ACM Transactions on Design Automation of Electronic Systems (TODAES) 26 (6 …,  2021

HYPER-SNN: Towards energy-efficient quantized deep spiking neural networks for hyperspectral image classification

Gourav Datta, Souvik Kundu, Akhilesh R Jaiswal, Peter A Beerel
arXiv preprint arXiv:2107.11979,  2021

Training energy-efficient deep spiking neural networks with single-spike hybrid input encoding

Gourav Datta, Souvik Kundu, Peter A Beerel
2021 International Joint Conference on Neural Networks (IJCNN), 1-8,  2021

Towards low-latency energy-efficient deep snns via attention-guided compression

Souvik Kundu, Gourav Datta, Massoud Pedram, Peter A Beerel
arXiv preprint arXiv:2107.12445,  2021

Deep-n-Cheap: An Automated Efficient and Extensible Search Framework for Cost-Effective Deep Learning

Sourya Dey, Sara Babakniya, Saikrishna C Kanala, Marco Paolieri, Leana Golubchik, Peter A Beerel, Keith M Chugg
SN Computer Science 2 (4), 265,  2021

Converting flip-flop to clock-gated 3-phase latch-based designs using graph-based retiming

Huimei Cheng, Xi Li, Yichen Gu, Peter A Beerel
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …,  2021

Metastability in superconducting single flux quantum (SFQ) logic

Gourav Datta, Yunkun Lin, Bo Zhang, Peter A Beerel
IEEE Transactions on Circuits and Systems I: Regular Papers 68 (5), 1990-2002,  2021

GF-Flush: A GF (2) algebraic attack on secure scan chains

Dake Chen, Chunxiao Lin, Peter A Beerel
arXiv preprint arXiv:2101.12279,  2021

Dnr: A tunable robust pruning framework through dynamic network rewiring of dnns

Souvik Kundu, Mahdi Nazemi, Peter A Beerel, Massoud Pedram
Proceedings of the 26th Asia and South Pacific Design Automation Conference …,  2021

Hire-snn: Harnessing the inherent robustness of energy-efficient deep spiking neural networks by training with crafted input noise

Souvik Kundu, Massoud Pedram, Peter A Beerel
Proceedings of the IEEE/CVF International Conference on Computer Vision …,  2021

Acknowledgment to Reviewers of Journal of Low Power Electronics and Applications in 2020

Orazio Aiello, George Floros, Baris Aksanli, Jose Manuel Cano Garcia, Dochshanov M Alden, Ioannidis George, Fathi Amsaad, Orestis Georgiou, Jesús Sergio Artal-Sevil, Manuel Gericota, Nabil Ashraf, Gian Piero Gibiino, Woorham Bae, Marco Girolami, Philip J Basford, Ray Ramon Gomez, Prabal Basu, Carl Grace, Ahmad Bazzi, David W Graham, Peter A Beerel, Lorena Guachi, Kamel Belloulata, Esteban Martínez Guerrero, Alessandro Bertacchini, Eric Gutierrez, Ganapati Bhat, Md Sakib Hasan, Paul Bogdan, Christian Haubelt, Razvan Bogdan, Luc HEBRARD, Carlo Cagli, Sebastian Hoeppner, Hao Cai, Teo Tee Hui, Koushik Chakraborty, Yin-Tsung Hwang, Yao-Feng Chang, Jorge Igual, Carmine Ciofi, Supreet Jeloka, Daniel-Ioan Curiac, Waldemar Jendernalik, Jose T De Sousa, Hao Jiang, Michele Dei, Raúl Jiménez-Naharro, Somdip Dey, Blake Joyce, Imed Ben Dhaou, Rajesh JS, Sijun Du, Athanasios Kakarountas, Bogdan Dziadak, Nissar Karim, Mohamed Larbi Elhafyani, Fabian Khateb, Kamal El-Sankary, Sungjun Kim, Jason K Eshraghian, Youngmin Kim, Alberto Ferrante, Nicholas J Kinar

Spike-thrift: Towards energy-efficient deep spiking neural networks by limiting spiking activity via attention-guided compression

Souvik Kundu, Gourav Datta, Massoud Pedram, Peter A Beerel
Proceedings of the IEEE/CVF winter conference on applications of computer …,  2021

ACSAC 2020: Furthering the Quest to Tackle Hard Problems and Find Practical Solutions

Danfeng Daphne Yao, Terry Benzel
IEEE Security & Privacy 19 (6), 23-24,  2021

Perspectives on the SolarWinds incident

Sean Peisert, Bruce Schneier, Hamed Okhravi, Fabio Massacci, Terry Benzel, Carl Landwehr, Mohammad Mannan, Jelena Mirkovic, Atul Prakash, James Bret Michael
IEEE Security & Privacy 19 (2), 7-13,  2021

Automatic Detection and Classification of Rock Microstructures through Machine Learning

Stephen Iota, Junyi Liu, Ming Lyu, Bolong Pan, Xiaoyu Wang, Yolanda Gil, Wael AbdAlmageed, Gurman Gill, Matty Mookerjee
AGU Fall Meeting Abstracts 2021, EP15H-08,  2021