Hengyue Liang

Applied Scientist, Amazon

Joined

February 2021

Names

Hengyue Liang (Preferred)

Emails

****@umn.edu (Confirmed)

****@outlook.com (Confirmed)

****@amazon.com (Confirmed)

Personal Links

Career & Education History

Applied Scientist

Amazon (amazon.com)

2025 – Present

PhD student

Electrical and Computer Engineering, University of Minnesota, Minneapolis (umn.edu)

2018 – 2025

Advisors, Relations & Conflicts

PhD Advisor

Ju Sun

2021 – 2025

Expertise

LLM

2025 – Present

Browsing Agent

2025 – Present

AI safety

2022 – 2024

Computer Vision

2020 – 2024

AI in healthcare

2020 – 2024

Publications

A Baseline Method for Removing Invisible Image Watermarks using Deep Image Prior
Hengyue Liang, Taihui Li, Ju Sun
- Accepted by TMLR
- Readers: Everyone
Selective Classification Under Distribution Shifts
Hengyue Liang, Le Peng, Ju Sun
- Accepted by TMLR
- Readers: Everyone
Early Stopping for Deep Image Prior
Hengkang Wang, Taihui Li, Zhong Zhuang, Tiancong Chen, Hengyue Liang, Ju Sun
- Accepted by TMLR
- Readers: Everyone
Rethinking Transfer Learning for Medical Image Classification
Le Peng, Hengyue Liang, Gaoxiang Luo, Taihui Li, Ju Sun
- 28 Jan 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Early Stopping for Deep Image Prior
Hengkang Wang, Taihui Li, Zhong Zhuang, Tiancong Chen, Hengyue Liang, Ju Sun
- 28 Jan 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Self-Validation: Early Stopping for Single-Instance Deep Generative Priors
Taihui Li, Zhong Zhuang, Hengyue Liang, Le Peng, Hengkang Wang, Ju Sun
- 28 Jan 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Optimization and Optimizers for Adversarial Robustness
Hengyue Liang, Buyun Liang, Le Peng, Ying Cui, Tim Mitchell, Ju Sun
- Published: 01 Jan 2023, Last Modified: 12 May 2023
- CoRR 2023
- Readers: Everyone
Optimization for Robustness Evaluation beyond ℓp Metrics
Hengyue Liang, Buyun Liang, Ying Cui, Tim Mitchell, Ju Sun
- Published: 23 Nov 2022, Last Modified: 15 Feb 2026
- OPT 2022 Poster
- Readers: Everyone
Early Stopping for Deep Image Prior
Hengkang Wang, Taihui Li, Zhong Zhuang, Tiancong Chen, Hengyue Liang, Ju Sun
- Published: 01 Feb 2023, Last Modified: 14 Jan 2026
- Submitted to ICLR 2023
- Readers: Everyone
Optimization for Robustness Evaluation beyond 𝓁p Metrics
Hengyue Liang, Buyun Liang, Ying Cui, Tim Mitchell, Ju Sun
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone

View all 20 publications

Hengyue Liang

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors