Ruyi Ding

Publications

2026

  • Shooting Falcon with One Fault: A Practical Rowhammer-based Fault Attack against Falcon
    Zihao Xin, Xin Zhang, Zhe Liu, Qianmei Wu, Qingni Shen, Ruyi Ding, Yixin Jiang, Wenqian Xu, Zhihong Liang, Lu Zhou, Fan Zhang
    Design Automation Conference 2026 · To Appear
  • Capacity Overflow: A Blind Spot for Backdoor Attacks in Vision MoE
    Xiaocheng Zou, Tiancheng Zheng, Xiaolin Xu, Ruyi Ding
    European Conference on Computer Vision 2026 · To Appear
  • SLAC: Access-Driven CPU-to-GPU Side-channel Attacks via System-Level Cache on Apple Silicon
    Tianhong Xu, Saion Roy, Ruyi Ding, Aidong Adam Ding, Yunsi Fei
    ACM Conference on Computer and Communications Security 2026 · To Appear

2025

  • Probe-Me-Not: Protecting Pre-trained Encoders from Malicious Probing
    Ruyi Ding, Tong Zhou, Lili Su, Aidong Adam Ding, Xiaolin Xu, Yunsi Fei
    Network and Distributed System Security Symposium 2025
    PDF Code
  • MACPruning: Dynamic Operation Pruning to Mitigate Side-Channel DNN Model Extraction
    Ruyi Ding, Cheng Gongye, Davis Ranney, Aidong Adam Ding, Yunsi Fei
    IEEE International Symposium on Hardware Oriented Security and Trust 2025 ◆ Best Paper Nomination
    PDF
  • Graph in the Vault: Protecting Edge GNN Inference with Trusted Execution Environment
    Ruyi Ding*, Tianhong Xu*, Aidong Adam Ding, Yunsi Fei
    Design Automation Conference 2025
    PDF
  • MoEcho: Exploiting Side-Channel Attacks to Compromise User Privacy in Mixture-of-Experts LLMs
    Ruyi Ding*, Tianhong Xu*, Xinyi Shen, Aidong Adam Ding, Yunsi Fei
    ACM Conference on Computer and Communications Security 2025
    PDF

2024

  • Non-transferable Pruning for Controlled Model Reuse
    Ruyi Ding, Lili Su, Aidong Adam Ding, Yunsi Fei
    European Conference on Computer Vision 2024
    PDF Code
  • GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction
    Shijin Duan*, Ruyi Ding*, Jiaxing He, Aidong Adam Ding, Yunsi Fei, Xiaolin Xu
    Annual Conference on Neural Information Processing Systems 2024
    PDF

2023

  • EMShepherd: Detecting Adversarial Samples via Side-channel Leakage
    Ruyi Ding, Cheng Gongye, Siyue Wang, Aidong Adam Ding, Yunsi Fei
    ACM Asia Conference on Computer and Communications Security 2023 ★ Distinguished Paper Award
    PDF Code
  • VertexSerum: Poisoning Graph Neural Networks for Link Inference
    Ruyi Ding*, Shijin Duan*, Xiaolin Xu, Yunsi Fei
    IEEE/CVF International Conference on Computer Vision 2023
    PDF Code

2022

  • Ran$Net: An Anti-Ransomware Methodology based on Cache Monitoring and Deep Learning
    Xiang Zhang, Ziyue Zhang, Ruyi Ding, Cheng Gongye, Aidong Adam Ding, Yunsi Fei
    Great Lakes Symposium on VLSI 2022
  • A cross-platform cache timing attack framework via deep learning
    Ruyi Ding, Ziyue Zhang, Xiang Zhang, Cheng Gongye, Yunsi Fei, Aidong Adam Ding
    Design, Automation & Test in Europe Conference & Exhibition 2022 ◆ Best Paper Nomination
    PDF

2021

  • Deep Fourier Kernel for Self-Attentive Point Processes
    Shixiang Zhu, Minghe Zhang, Ruyi Ding, Yao Xie
    International Conference on Artificial Intelligence and Statistics 2021
  • Spatio-temporal point processes with attention for traffic congestion event modeling
    Shixiang Zhu, Ruyi Ding, Minghe Zhang, Pascal Van Hentenryck, Yao Xie
    IEEE Transactions on Intelligent Transportation Systems
  • Neural Architecture Search for Adversarial Robustness via Learnable Pruning
    Yize Li, Pu Zhao, Ruyi Ding, Tong Zhou, Yunsi Fei, Xiaolin Xu, Xue Lin
    Frontiers in High Performance Computing

2018

  • Persistent fault analysis on block ciphers
    Fan Zhang, Xiaoxuan Lou, Xinjie Zhao, Shivam Bhasin, Wei He, Ruyi Ding, Samiya Qureshi, Kui Ren
    IACR Transactions on Cryptographic Hardware and Embedded Systems