Publications
This section contains publications published by ISI over the past several decades.
2024
Guest Editorial: Special Issue on Learning, Optimization, and Implementation for Circuits and Systems Driven by Artificial Intelligence
Yang Tang, Peter A Beerel, Jürgen Kurths, Guanrong Chen
IEEE Transactions on Circuits and Systems I: Regular Papers 71 (5), 1965-1968, 2024
Training Ultra-Low-Latency Spiking Neural Networks from Scratch
Gourav Datta, Zeyu Liu, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024
Recent advances in scalable energy-efficient and trustworthy spiking neural networks: from algorithms to technology
Souvik Kundu, Rui-Jie Zhu, Akhilesh Jaiswal, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024
Mitigate replication and copying in diffusion models with generalized caption and dual fusion enhancement
Chenghao Li, Dake Chen, Yuke Zhang, Peter A Beerel
ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024
Challenges and Unexplored Frontiers in Electronic Design Automation for Superconducting Digital Logic
Sasan Razmkhah, Robert S Aviles, Mingye Li, Sandeep Gupta, Peter A Beerel, Massoud Pedram
2024 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2024
Block selective reprogramming for on-device training of vision transformers
Sreetama Sarkar, Souvik Kundu, Kai Zheng, Peter A Beerel
arXiv preprint arXiv:2405.10951, 2024
Aflora: Adaptive freezing of low rank adaptation in parameter efficient fine-tuning of large models
Zeyu Liu, Souvik Kundu, Anni Li, Junrui Wan, Lianghao Jiang, Peter Anthony Beerel
arXiv preprint arXiv:2403.13269, 2024
Programming memristor arrays with arbitrarily high precision for analog computing
Wenhao Song, Mingyi Rao, Yunning Li, Can Li, Ye Zhuo, Fuxi Cai, Mingche Wu, Wenbo Yin, Zongze Li, Qiang Wei, Sangsoo Lee, Hengfang Zhu, Lei Gong, Mark Barnell, Qing Wu, Peter A Beerel, Mike Shuo-Wei Chen, Ning Ge, Miao Hu, Qiangfei Xia, J Joshua Yang
Science 383 (6685), 903-910, 2024
Linearizing Models for Efficient yet Robust Private Inference
Sreetama Sarkar, Souvik Kundu, Peter A Beerel
arXiv preprint arXiv:2402.05521, 2024
Toward High Performance, Programmable Extreme-Edge Intelligence for Neuromorphic Vision Sensors utilizing Magnetic Domain Wall Motion-based MTJ
Md Abdullah-Al Kaiser, Gourav Datta, Peter A Beerel, Akhilesh R Jaiswal
arXiv e-prints, arXiv: 2402.15121, 2024
Lmuformer: low complexity yet powerful spiking model with legendre memory units
Zeyu Liu, Gourav Datta, Anni Li, Peter Anthony Beerel
arXiv preprint arXiv:2402.04882, 2024
A novel optimization algorithm for buffer and splitter minimization in phase-skipping adiabatic quantum-flux-parametron circuits
Robert S Aviles, Peter A Beerel
arXiv preprint arXiv:2401.07393, 2024
An efficient and scalable clocking assignment algorithm for multi-threaded multi-phase single flux quantum circuits
Robert S Aviles, Xi Li, Lei Lu, Zhaorui Ni, Peter A Beerel
arXiv preprint arXiv:2401.06411, 2024
RLNet: Robust Linearized Networks for Efficient Private Inference
Sreetama Sarkar, Souvik Kundu, Peter A Beerel
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
DIA: Diffusion based Inverse Network Attack on Collaborative Inference
Dake Chen, Shiduo Li, Yuke Zhang, Chenghao Li, Souvik Kundu, Peter A Beerel
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
Mobility of a Soft Conformable Multi-Limbed Robot Actuated by Shape Memory Alloy Wires
Kristina Andreyeva, Griffin MacRae, Nathan Migeon, Thomas Nicol, Marie Cros-Coitton, David Barnhart
2024 IEEE Aerospace Conference, 1-9, 2024
Comparison of Explainable AI Models for MRI-Based Alzheimer's Disease Classification
Tamoghna Chattopadhyay, Neha Ann Joshy, Chirag Jagad, Emma J Gleave, Sophia I Thomopoulos, Yixue Feng, Julio E Villalón-Reina, Emily Laltoo, Himanshu Joshi, Ganesan Venkatasubramanian, John P John, Greg Ver Steeg, Jose Luis Ambite, Paul M Thompson
2024 20th International Symposium on Medical Information Processing and …, 2024
Comparison of deep learning architectures for predicting amyloid positivity in Alzheimer’s disease, mild cognitive impairment, and healthy aging, from T1-weighted brain …
Tamoghna Chattopadhyay, Saket S Ozarkar, Ketaki Buwa, Neha Ann Joshy, Dheeraj Komandur, Jayati Naik, Sophia I Thomopoulos, Greg Ver Steeg, Jose Luis Ambite, Paul M Thompson
Frontiers in Neuroscience 18, 1387196, 2024
Task-Agnostic Federated Learning
Zhengtao Yao, Hong Nguyen, Ajitesh Srivastava, Jose Luis Ambite
arXiv preprint arXiv:2406.17235, 2024
Auditing Exposure Bias on Social Media for a Healthier Online Discourse
Nathan Bartley, Keith Burghardt, Kristina Lerman
Workshop Proceedings of the 18th International AAAI Conference on Web and …, 2024