Abhinav Kumar

According to our database, Abhinav Kumar authored at least 13 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Terrarium: Revisiting the Blackboard for Multi-Agent Safety, Privacy, and Security Studies.

Mason Nakamura, Abhinav Kumar, Saaduddin Mahmud, Sahar Abdelnabi, Shlomo Zilberstein, Eugene Bagdasarian

CoRR, October, 2025

Throttling Web Agents Using Reasoning Gates.

Abhinav Kumar, Jaechul Roh, Ali Naseh, Amir Houmansadr, Eugene Bagdasarian

CoRR, September, 2025

Network-Level Prompt and Trait Leakage in Local Research Agents.

Hyejun Jeong, Mohammadreza Teymoorianfard, Abhinav Kumar, Amir Houmansadr, Eugene Bagdasarian

CoRR, August, 2025

LATTEO: A Framework to Support Learning Asynchronously Tempered with Trusted Execution and Obfuscation.

Abhinav Kumar, George Torres, Noah Guzinski, Gaurav Panwar, Reza Tourani, Satyajayant Misra, Marcin Spoczynski, Mona Vij, Nageen Himayat

CoRR, February, 2025

OverThink: Slowdown Attacks on Reasoning LLMs.

Abhinav Kumar, Jaechul Roh, Ali Naseh, Marzena Karpinska, Mohit Iyyer, Amir Houmansadr, Eugene Bagdasarian

CoRR, February, 2025

Persistent Backdoor Attacks in Continual Learning.

Zhen Guo, Abhinav Kumar, Reza Tourani

Proceedings of the 34th USENIX Security Symposium, 2025

Silver Linings in the Shadows: Harnessing Membership Fingerprinting for Machine Unlearning.

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

Proceedings of the IEEE Conference on Communications and Network Security, 2025

2024

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

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

CoRR, 2024

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

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

CoRR, 2024

A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service Inference.

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

Proceedings of the 19th ACM Asia Conference on Computer and Communications Security, 2024

2023

IoT Sentinel: Correlation-based Attack Detection, Localization, and Authentication in IoT Networks.

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

Proceedings of the 32nd International Conference on Computer Communications and Networks, 2023

A Stealthy Inference Attack on Split Learning with a Split-Fuse Defensive Measure.

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

Proceedings of the IEEE Conference on Communications and Network Security, 2023

2022

SCLERA: A Framework for Privacy-Preserving MLaaS at the Pervasive Edge.

Abhinav Kumar, Reza Tourani, Mona Vij, Srikathyayani Srikanteswara

Proceedings of the 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, 2022