Publications

Persistent Backdoor Attacks in Continual Learning

Zhen Guo, Abhinav Kumar, Reza Tourani

Silver Linings in the Shadows: Harnessing Membership Inference for Machine Unlearning

Nexhi Sula, Abhinav Kumar, Jie Hou, Han Wang, Reza Tourani

Unveiling the Unseen: Exploring Whitebox Membership Inference through the Lens of Explainability

Chenxi Li, Abhinav Kumar, Zhen Guo, Jie Hou, Reza Tourani

PUBLISHED

A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service Inference (ACM ASIACCS 2024) (CODE)

Abhinav Kumar, Miguel A. Guirao Aguilera, Reza Tourani, Satyajayant Misra

A Stealthy Inference Attack on Split Learning with a Split-Fuse Defensive Measure (IEEE CNS 2023)

Sean Dougherty,  Abhinav Kumar,  Jie Hou , Reza Tourani ,  Atena M. Tabakhi

IoT Sentinel: Correlation-based Attack Detection, Localization, and Authentication in IoT Networks (IEEE ICCCN 2023)

Dianshi Yang, Abhinav Kumar, Stuart Ray, Wei Wang, Reza Tourani