Shangyu Chen

Joined

May 2022

Names

Shangyu Chen (Preferred)

Emails

****@monash.edu (Confirmed)

Personal Links

Career & Education History

PhD student

FIT, Monash University (monash.edu)

2021 – 2025

Advisors, Relations & Conflicts

PhD Advisor

2021 – 2025

PhD Advisor

2021 – 2025

Expertise

Image generation

2023 – 2025

topic modelling

2021 – 2023

AI security

2019 – 2021

Publications

Post-hoc Compression of LoRA Adapters via Singular Value Decomposition
Shangyu Chen, Hangfei Zheng
- Submitted to ICLR 2026
- Readers: Everyone
HVQ-VAE: Variational auto-encoder with hyperbolic vector quantization
Shangyu Chen, Pengfei Fang, Mehrtash Harandi, Trung Le, Jianfei Cai, Dinh Q. Phung
- Comput. Vis. Image Underst. 2025
- Readers: Everyone
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction
Shangyu Chen, Zizheng Pan, Jianfei Cai, Dinh Q. Phung
- ICLR 2025
- Readers: Everyone
Generating Semantic Adversarial Examples via Feature Manipulation in Latent Space
Shuo Wang, Shangyu Chen, Tianle Chen, Surya Nepal, Carsten Rudolph, Marthie Grobler
- IEEE Trans. Neural Networks Learn. Syst. 2024
- Readers: Everyone
PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction
Shangyu Chen, Zizheng Pan, Jianfei Cai, Dinh Phung
- ICLR 2025 Spotlight
- Readers: Everyone
Neural Topic Model with Distance Awareness
Shangyu Chen, He Zhao, Viet H. Huynh, Dinh Q. Phung, Jianfei Cai
- ICPR (9) 2024
- Readers: Everyone
Stereographic Projection for Embedding Hierarchical Structures in Hyperbolic Space
Shangyu Chen, Xiaohao Yang, Pengfei Fang, Mehrtash Tafazzoli Harandi, Dinh Q. Phung, Jianfei Cai
- ICPR (9) 2024
- Readers: Everyone
Defending Adversarial Attacks via Semantic Feature Manipulation
Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen, Zike An
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- IEEE Trans. Serv. Comput. 2022
- Readers: Everyone
Backdoor Attacks Against Transfer Learning With Pre-Trained Deep Learning Models
Shuo Wang, Surya Nepal, Carsten Rudolph, Marthie Grobler, Shangyu Chen, Tianle Chen
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- IEEE Trans. Serv. Comput. 2022
- Readers: Everyone
OIAD: One-for-all Image Anomaly Detection with Disentanglement Learning
Shuo Wang, Tianle Chen, Shangyu Chen, Surya Nepal, Carsten Rudolph, Marthie Grobler
- IJCNN 2020
- Readers: Everyone

View all 18 publications

Co-Authors