Publications

Complete publication record in secure and energy-efficient machine-learning hardware, spanning integrated circuits, in-memory computing, and hardware security.

By venue

Journals
TCAS-I 2026TCAD 2026JSSC 2024JxCDC 2024OJ-SSCS 2022
Conferences
CCS 2026ICCAD 2026AsiaCCS 2026IEDM 2024ICCAD 2024ESSCIRC 2023CICC 2022ISCAS 2022

2026

  1. TCAS-I 2026

    HOTSPOT: Hardware Observation via Temperature Sensing for Protection against On-Chip Trojans

    Saion K. Roy, Thomas Gourousis, Mengting Yan, Junyi Yang, Ruyi Ding, Francesco Restuccia, Aatmesh Shrivastava, Marvin Onabajo, and Yunsi Fei

    IEEE Transactions on Circuits and Systems I: Regular Papers (TCAS-I).

  2. CCS 2026

    SLAC: Access-Driven CPU-to-GPU Side-channel Attacks via System-Level Cache on Apple Silicon

    Tianhong Xu, Saion K. Roy, Ruyi Ding, A. Adam Ding, and Yunsi Fei

    ACM SIGSAC Conference on Computer and Communications Security (CCS). To appear.

  3. ICCAD 2026

    ROBBIN: Rowhammer-Based Backdoor Injection during Inference

    Saion K. Roy, Yufei Wang, A. Adam Ding, and Yunsi Fei

    IEEE/ACM International Conference on Computer-Aided Design (ICCAD). To appear.

  4. TCAD 2026

    Comprehending the Energy-Accuracy-Security Trade-offs in Embedded Non-Volatile In-Memory Computing Architectures

    Saion K. Roy and Naresh R. Shanbhag

    IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD).

  5. AsiaCCS 2026

    Attack from Shadows: Unsupervised Side-channel Transfer Learning across Devices and Modalities

    Saion K. Roy, Ziyue Zhang, A. Adam Ding, and Yunsi Fei

    ACM Asia Conference on Computer and Communications Security (AsiaCCS).

2024

  1. IEDM 2024

    The Energy-Accuracy-Security Trade-off in Resistive In-memory Architectures

    Saion K. Roy and Naresh R. Shanbhag

    IEEE International Electron Devices Meeting (IEDM).

  2. ICCAD 2024

    On the Security Vulnerabilities of MRAM-based In-Memory Computing Architectures against Model Extraction Attacks

    Saion K. Roy and Naresh R. Shanbhag

    IEEE/ACM International Conference on Computer-Aided Design (ICCAD).

  3. JSSC 2024

    Compute SNDR-boosted 22 nm MRAM-based In-memory Computing Macro using Statistical Error Compensation

    Saion K. Roy, Han-Mo Ou, Mostafa G. Ahmed, Peter Deaville, Bonan Zhang, Naveen Verma, Pavan K. Hanumolu, and Naresh R. Shanbhag

    IEEE Journal of Solid-State Circuits (JSSC).

  4. JxCDC 2024

    Energy-Accuracy Trade-offs for Resistive In-Memory Computing Architectures

    Saion K. Roy and Naresh R. Shanbhag

    IEEE Journal on Exploratory Solid-State Computational Devices and Circuits (JxCDC).

2023

  1. ESSCIRC 2023

    Compute SNR-boosted 22 nm MRAM-based In-memory Computing Macro using Statistical Error Compensation

    Saion K. Roy, Han-Mo Ou, Mostafa G. Ahmed, Peter Deaville, Bonan Zhang, Naveen Verma, Pavan K. Hanumolu, and Naresh R. Shanbhag

    IEEE European Solid-State Circuits Conference (ESSCIRC).

2022

  1. OJ-SSCS 2022

    Benchmarking In-memory Computing Architectures

    Naresh R. Shanbhag and Saion K. Roy

    IEEE Open Journal of the Solid-State Circuits Society (OJ-SSCS).

  2. CICC 2022

    Comprehending In-memory Computing Trends via Proper Benchmarking

    Naresh R. Shanbhag and Saion K. Roy

    IEEE Custom Integrated Circuits Conference (CICC).

  3. ISCAS 2022

    Fundamental Limits on the Computational Accuracy of Resistive Crossbar-based In-memory Architectures

    Saion K. Roy, Ameya D. Patil, and Naresh R. Shanbhag

    IEEE International Symposium on Circuits and Systems (ISCAS).