👋Tony (Lipeng) He

I am a student, software engineer, and researcher at the University of Waterloo.

I'm pursuing a Master of Mathematics (Research/Thesis) degree in Computer Science at UWaterloo. I am grateful to be advised by N. Asokan.

I'm part of Secure Systems Group (SSG), Cryptography, Security, and Privacy (CrySP) Lab, and the Cybersecurity and Privacy Institute (CPI). I also worked with Jian Liu at ABC Lab, Zhejiang University. Currently, my office is located in the William G. Davis Computer Research Centre, DC 3333B, M3.

I'm in pursuit of knowledge, experience, and the various other beautiful things life has to offer. I strive to live deliberately. Before research, I spent some years doing software engineering. In the limit of my life, I also hope to be a pianist, writer, podcaster, designer, and entrepreneur.

My research interests span computer security and the theory & applications of cryptography (especially across computing and data sciences).

I think broadly about the privacy, security and trustworthiness of modern computing systems; this intersects with areas such as:

  • Trustworthy Machine Learning (ML Safety, Security & Privacy)
  • Blockchain Security and Scalability, and
  • Secure Computation

Through a combination of systems design and analysis, I hope to make deployed solutions more reliable, useful, and aligned, while also enabling entirely new application scenarios.


My research is supported by the International Master's Award of Excellence (IMAE) and the David R. Cheriton Graduate Scholarship.

* indicates equal contribution

Activation Approximations Can Incur Safety Vulnerabilities Even in Aligned LLMs: Comprehensive Analysis and Defense

Jiawen Zhang*, Kejia Chen*, Lipeng He*, Jian Lou, Dan Li, Zunlei Feng, Mingli Song, Jian Liu, Kui Ren, and Xiaohu Yang

LookAhead: Preventing DeFi Attacks via Unveiling Adversarial Contracts

Shoupeng Ren, Lipeng He, Tianyu Tu, Di Wu, Jian Liu, Kui Ren, and Chun Chen

Secure Transformer Inference Made Non-interactive

Jiawen Zhang, Xinpeng Yang, Lipeng He, Kejia Chen, Wen-jie Lu, Yinghao Wang, Xiaoyang Hou, Jian Liu, Kui Ren and Xiaohu Yang

On the Atomicity and Efficiency of Blockchain Payment Channels

Di Wu, Shoupeng Ren, Yuman Bai, Lipeng He, Jian Liu, Wu Wen, Kui Ren, and Chun Chen

FedVLP: Visual-aware Latent Prompt Generation for Multimodal Federated Learning

Hao Pan, Xiaoli Zhao, Yuchen Jiang, Lipeng He, Bingquan Wang, and Yincan Shu

A Survey of Multimodal Federated Learning: Background, Applications, and Perspectives

Hao Pan, Xiaoli Zhao, Lipeng He, Yicong Shi and Xiaogang Lin

A Comparative Examination of Network and Contract-Based Blockchain Storage Solutions for Decentralized Applications

Citations

Locket: Robust Feature-Locking Technique for Language Models

Lipeng He, Vasisht Duddu, N. Asokan
Under Submission

Safety at One Shot: Patching Fine-Tuned LLMs with A Single Instance

Jiawen Zhang, Lipeng He, Kejia Chen, Jian Lou, Jian Liu, Xiaohu Yang, and Ruoxi Jia
Under Submission

StructEval: Benchmarking LLMs' Capabilities to Generate Structural Outputs

Jialin Yang, Dongfu Jiang, Lipeng He, Sherman Siu, Yuxuan Zhang, Disen Liao, Benjamin Schneider, Ping Nie, Wenhu Chen, et al.

Token-by-Token Manipulation: Inference-Time Jailbreaking on Production LLMs via Autoregressive Harmful Guidance

Jiawen Zhang*, Lipeng He*, Kejia Chen*, Jian Liu, Zunlei Feng, Mingli Song, Jian Lou, Dan Li, and Xiaohu Yang
Under Submission

UWaterloo Cybersecurity and Privacy Institute (CPI) Graduate Student Conference (GradConf 2025)

Activation Approximations Can Incur Safety Vulnerabilities Even in Aligned LLMs: Comprehensive Analysis and Defense

Program Committee Member

Privacy Enhancing Technologies Symposium (PoPETs/PETS) 2026

Artifact Evaluation

Program Committee Member

ACM Conference on Computer and Communications Security (CCS) 2025

Artifact Evaluation

Invited Reviewer

IEEE Transactions on Dependable and Secure Computing (TDSC)

Student Member

Association for Computing Machinery (ACM)

lipenghe@acm.org

LinkedIn
University of Waterloo logo

University of Waterloo

Instructional Apprentice (IA)

Sept 2025 - Present

CS 135 Designing Functional Programs

Bluelet AI logo

Bluelet AI

Interim CTO

May 2025 - June 2025

Agentic AI and data platform solutions for talent acquisition and matching

University of Waterloo logo

University of Waterloo

Research Assistant (URA)

Jan 2025 - Present

Cryptography, Security, and Privacy (CrySP) Lab

University of Waterloo logo

University of Waterloo

Teaching Assistant (ISA)

Aug 2024 - Dec 2024

CS 135 Designing Functional Programs

Zhejiang University logo

Zhejiang University

Research Assistant

May - Aug 2024

ABC Lab, Institute of Cyberspace Research

BioRender logo

BioRender

Full Stack Software Engineer

Jan - Apr 2023

SaaS, Y Combinator W18

Toronto, ON

Safyre Labs logo

Safyre Labs

Full Stack Software Engineer

May - Aug 2022

E-Commerce Platform, Supply Chain

North York, ON

Bitbuy logo

Bitbuy

Software Engineer

Sep - Dec 2021

Cryptocurrency Exchange, Publicly Traded on TSX: WNDR

Toronto, ON

University of Waterloo logo

University of Waterloo

Master's Degree (Research/Thesis)

Sep 2025 - Present

Computer Science

University of Waterloo logo

University of Waterloo

Honours Bachelor's Degree (Co-op)

Sep 2020 - Apr 2025

Mathematics (Minor in Computing)

Podcast

New Article Everytime I Publish :)