Publications

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

2022

Toward Adversary-aware Non-iterative Model Pruning through Dynamic Network Rewiring of DNNs

Souvik Kundu, Yao Fu, Bill Ye, Peter A Beerel, Massoud Pedram
ACM Transactions on Embedded Computing Systems 21 (5), 1-24,  2022

Towards energy-efficient, low-latency and accurate spiking LSTMs

Gourav Datta, Haoqin Deng, Robert Aviles, Peter A Beerel
arXiv preprint arXiv:2210.12613,  2022

Pipeedge: Pipeline parallelism for large-scale model inference on heterogeneous edge devices

Yang Hu, Connor Imes, Xuanang Zhao, Souvik Kundu, Peter A Beerel, Stephen P Crago, John Paul Walters
2022 25th Euromicro Conference on Digital System Design (DSD), 298-307,  2022

Multi-phase clocking for multi-threaded gate-level-pipelined superconductive logic

Xi Li, Min Pan, Tong Liu, Peter A Beerel
2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 62-67,  2022

Radiation hardening by design techniques for the mutual exclusion element

Moises Herrera, Peter Beerel
Proceedings of the Great Lakes Symposium on VLSI 2022, 267-273,  2022

ACE-SNN: Algorithm-hardware co-design of energy-efficient & low-latency deep spiking neural networks for 3d image recognition

Gourav Datta, Souvik Kundu, Akhilesh R Jaiswal, Peter A Beerel
Frontiers in neuroscience 16, 815258,  2022

A fast and efficient conditional learning for tunable trade-off between accuracy and robustness

Souvik Kundu, Sairam Sundaresan, Massoud Pedram, Peter A Beerel
arXiv preprint arXiv:2204.00426,  2022

TriLock: IC protection with tunable corruptibility and resilience to SAT and removal attacks

Yuke Zhang, Yinghua Hu, Pierluigi Nuzzo, Peter A Beerel
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE …,  2022

Bmpq: bit-gradient sensitivity-driven mixed-precision quantization of dnns from scratch

Souvik Kundu, Shikai Wang, Qirui Sun, Peter A Beerel, Massoud Pedram
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 588-591,  2022

Can deep neural networks be converted to ultra low-latency spiking neural networks?

Gourav Datta, Peter A Beerel
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 718-723,  2022

Towards a formal treatment of logic locking

Peter Beerel, Marios Georgiou, Ben Hamlin, Alex J Malozemoff, Pierluigi Nuzzo
Cryptology ePrint Archive,  2022

Remora: A MPI runtime for Composed Applications at Extreme Scale.

Noah Evans, Kevin Pedretti, Shyamali Mukherjee, Brian Kocoloski, John Russell Lange, Patrick G Bridges
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States),  2022

Hobbes Node Virtualization Layer: System Software Infrastructure for Application Composition and Performance Isolation.

Noah Evans, Kevin Pedretti, Shyamali Mukherjee, Brian Kocoloski, John Russell Lange, Patrick G Bridges, Ronald B Brightwell
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States),  2022

Toward findable, accessible, interoperable, and reusable cybersecurity artifacts

David Balenson, Terry Benzel, Eric Eide, David Emmerich, David Johnson, Jelena Mirkovic, Laura Tinnel
Proceedings of the 15th Workshop on Cyber Security Experimentation and Test …,  2022

Cybersecurity as illuminator for the future of computing research

John Wroclawski, Terry Benzel
Communications of the ACM 65 (5), 39-41,  2022

Selected Papers From the 2021 IEEE Symposium on Security and Privacy

Terry Benzel, Thorsten Holz
IEEE Security & Privacy 20 (02), 8-9,  2022

Sources of irreproducibility in machine learning: A review

Odd Erik Gundersen, Kevin Coakley, Christine Kirkpatrick, Yolanda Gil
arXiv preprint arXiv:2204.07610,  2022

Designing an integrated architecture: The prodigy view

Jaime G Carbonell, Yolanda Gil, Robert Joseph, Craig A Knoblock, Steve Minton, Manuela M Veloso
12th Annual Conference. CSS Pod, 997-1004,  2022

Will AI write scientific papers in the future?

Yolanda Gil
AI Magazine 42 (4), 3-15,  2022