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Beerel, Peter A.

  1. HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep\n Spiking Neural Networks by Training with Crafted Input Noise
    2021/10/06 by Souvik Kundu, Kundu, Souvik, Massoud Pedram +3 · 10 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices
  2. P2M: A Processing-in-Pixel-in-Memory Paradigm for Resource-Constrained TinyML Applications
    2022/03/07 by Datta, Gourav, Kundu, Souvik, Yin, Zihan +5 · 3 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  3. Learning to Linearize Deep Neural Networks for Secure and Efficient Private Inference
    2023/01/23 by Souvik Kundu, Kundu, Souvik, Shunlin Lu +7 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  4. Mitigating Hallucinations in Vision-Language Models through Image-Guided Head Suppression
    2025/05/22 by Sarkar, Sreetama, Che, Yue, Gavin, Alex +2 · 9 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  5. Pipeline Parallelism for Inference on Heterogeneous Edge Computing
    2021/10/28 by Yang Hu, Hu, Yang, Connor Imes +11 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  6. Training Energy-Efficient Deep Spiking Neural Networks with Single-Spike\n Hybrid Input Encoding
    2021/07/26 by Gourav Datta, Datta, Gourav, Souvik Kundu +3 · 2 citations
    Engineering · Neuroscience · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Neural and Evolutionary Computing (cs.NE) #Neural dynamics and brain function
  7. Spiking Neural Networks with Dynamic Time Steps for Vision Transformers
    2023/11/28 by Gourav Datta, Zeyu Liu, Datta, Gourav +5 · 3 citations
    Engineering · Neuroscience · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Neural dynamics and brain function #Photoreceptor and optogenetics research #electronic engineering #information engineering
  8. Neural Network Training with Approximate Logarithmic Computations
    2019/10/22 by Sanyal, Arnab, Beerel, Peter A., Chugg, Keith M. · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  9. Block Selective Reprogramming for On-device Training of Vision Transformers
    2024/03/25 by Sarkar, Sreetama, Kundu, Souvik, Zheng, Kai +1 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  10. HYPER-SNN: Towards Energy-efficient Quantized Deep Spiking Neural Networks for Hyperspectral Image Classification
    2021/07/26 by Gourav Datta, Datta, Gourav, Souvik Kundu +5 · 1 citation
    Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Remote-Sensing Image Classification
  11. TriLock: IC Protection with Tunable Corruptibility and Resilience to SAT and Removal Attacks
    2022/01/16 by Yuke Zhang, Yinghua Hu, Zhang, Yuke +5 · 1 citation
    Computer Science · Engineering · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Integrated Circuits and Semiconductor Failure Analysis #Physical Unclonable Functions (PUFs) and Hardware Security #Security and Verification in Computing #Systems and Control (eess.SY) #electronic engineering #information engineering
  12. Can Deep Neural Networks be Converted to Ultra Low-Latency Spiking Neural Networks?
    2021/12/22 by Datta, Gourav, Beerel, Peter A. · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  13. An Efficient and Scalable Clocking Assignment Algorithm for Multi-Threaded Multi-Phase Single Flux Quantum Circuits
    2024/01/12 by Robert S. Aviles, Aviles, Robert S., Xi Li +7 · 2 citations
    Computer Science · Physics and Astronomy · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Parallel Computing and Optimization Techniques #Physics of Superconductivity and Magnetism #Quantum Computing Algorithms and Architecture
  14. Sparse Mixture Once-for-all Adversarial Training for Efficient In-Situ Trade-Off Between Accuracy and Robustness of DNNs
    2022/12/27 by Souvik Kundu, Sairam Sundaresan, Kundu, Souvik +9 · 1 citation
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis
  15. Towards Energy-Efficient, Low-Latency and Accurate Spiking LSTMs
    2022/10/23 by Gourav Datta, Haoqin Deng, Datta, Gourav +5 · 1 citation
    Engineering · Neuroscience · #Advanced Memory and Neural Computing #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Neural and Evolutionary Computing (cs.NE) #Neural dynamics and brain function
  16. C2PI: An Efficient Crypto-Clear Two-Party Neural Network Private Inference
    2023/04/26 by Zhang, Yuke, Chen, Dake, Kundu, Souvik +3 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences
  17. P2M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking
    2022/05/28 by Gourav Datta, Datta, Gourav, Souvik Kundu +25 · 1 citation
    Engineering · Computer Science · #CCD and CMOS Imaging Sensors #Advanced Neural Network Applications #Advanced Memory and Neural Computing
  18. Making Models Shallow Again: Jointly Learning to Reduce Non-Linearity and Depth for Latency-Efficient Private Inference
    2023/04/26 by Souvik Kundu, Kundu, Souvik, Yuke Zhang +5 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  19. In-Sensor & Neuromorphic Computing are all you need for Energy Efficient Computer Vision
    2022/12/21 by Gourav Datta, Datta, Gourav, Zeyu Liu +15 · 1 citation
    Computer Science · Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Reservoir Computing
  20. Recent Advances in Scalable Energy-Efficient and Trustworthy Spiking Neural networks: from Algorithms to Technology
    2023/12/02 by Kundu, Souvik, Zhu, Rui-Jie, Jaiswal, Akhilesh +1 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  21. SCE-NTT: A Hardware Accelerator for Number Theoretic Transform Using Superconductor Electronics
    2025/08/28 by Razmkhah, Sasan, Li, Mingye, Cheng, Zeming +13 · 2 citations
    #Cryptography and Security (cs.CR) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Superconductivity (cond-mat.supr-con)
  22. A Joint Optimization of Buffer and Splitter Insertion for Phase-Skipping Adiabatic Quantum-Flux-Parametron Circuits
    2024/01/14 by Robert S. Aviles, Aviles, Robert S., Peter A. Beerel +1 · 2 citations
    Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Low-power high-performance VLSI design #Quantum Computing Algorithms and Architecture
  23. TinyML Security: Exploring Vulnerabilities in Resource-Constrained Machine Learning Systems
    2024/11/11 by Jacob Huckelberry, Huckelberry, Jacob, Yuke Zhang +8 · 1 citation
    Computer Science · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Security and Verification in Computing