Edward Suh

  ![](/sites/default/files/person/Suh-ID2.jpg)

 ### Publications

### 2026

[PIPES: Securing Agent Perception with Provenance and Priors](/publication/2026-08_pipes-securing-agent-perception-provenance-and-priors)

[Sanjay Kariyappa](/person/sanjay-kariyappa), Severin Klingler, [Edward Suh](/person/edward-suh)

[Arxiv](https://arxiv.org/abs/2608.12789)

[VIPIR: A Versatile GPU Framework for Integrating Private Information Retrieval Protocols](/publication/2026-06_vipir-versatile-gpu-framework-integrating-private-information-retrieval)

Jongmin Kim, Hyesung Ji, [Jean-Luc Watson](/person/jean-luc-watson), Charles Gouert, [Edward Suh](/person/edward-suh), Jung Ho Ahn

[Arxiv](https://arxiv.org/abs/2606.11536)

[Privatar: Scalable Privacy-preserving Multi-user VR via Secure Offloading](/publication/2026-04_privatar-scalable-privacy-preserving-multi-user-vr-secure-offloading)

Jianming Tong, Hanshen Xiao , Krishnakumar Nair, Hao Kang, Ziqi Zhang, Ashish Sirasao, [Edward Suh](/person/edward-suh), Tushar Krishna

[Arxiv](https://arxiv.org/abs/2604.17476)

[GPIR: Enabling Practical Private Information Retrieval with GPUs](/index.php/publication/2026-04_gpir-enabling-practical-private-information-retrieval-gpus)

Hyesung Ji, Hyunah Yu, Jongmin Kim, Wonseok Choi, [Edward Suh](/index.php/person/edward-suh), Jung Ho Ahn

[Arxiv](https://arxiv.org/abs/2604.04696)

[Beyond Latency: A System-Level Characterization of MPC and FHE for PPML](/publication/2026-03_beyond-latency-system-level-characterization-mpc-and-fhe-ppml)

Pengzhi Huang, Kiwan Maeng, Edward Suh

[Arxiv](https://arxiv.org/abs/2604.00169)

[Architecting Secure AI Agents: Perspectives on System-Level Defenses Against Indirect Prompt Injection Attacks](/publication/2026-03_architecting-secure-ai-agents-perspectives-system-level-defenses-against)

Chong Xiang, Drew Zagieboylo, Shaona Ghosh, [Sanjay Kariyappa](/person/sanjay-kariyappa), Kai Greshake, Hanshen Xiao, Chaowei Xiao, [Edward Suh](/person/edward-suh)

[Arxiv](https://arxiv.org/abs/2603.30016)

[ReasAlign: Reasoning Enhanced Safety Alignment against Prompt Injection Attack](/publication/2026-01_reasalign-reasoning-enhanced-safety-alignment-against-prompt-injection-attack)

Hao Li, Yankai Yang, [Edward Suh](/person/edward-suh), Ning Zhang, Chaowei Xiao