Research - Shunchang's Homepage

IP Protection in the Era of Visual Generative AI: A Survey

Zhuan Shi, Shunchang Liu, Alireza Dehghanpour Farashah, Qian Yang, Han Yu, Cao Yang, Chaochao Chen, Yuping Yan, Yaochu Jin, Golnoosh Farnadi, Lingjuan Lyu

Preprint, 2026

[Paper]

IP Protection in the Era of Visual Generative AI: A Survey

Zhuan Shi, Shunchang Liu, Alireza Dehghanpour Farashah, Qian Yang, Han Yu, Cao Yang, Chaochao Chen, Yuping Yan, Yaochu Jin, Golnoosh Farnadi, Lingjuan Lyu

Preprint, 2026

[Paper]

Enhancing building product inventory automation through a hybrid spatial-semantic modeling framework

Shuting Mi, Xiaofei Wu, Shunchang Liu, Zhao Huang, Catherine De Wolf, Mennatallah El-Assady, Pei-Yu Wu

Developments in the Built Environment, 2026

[Paper]

Enhancing building product inventory automation through a hybrid spatial-semantic modeling framework

Shuting Mi, Xiaofei Wu, Shunchang Liu, Zhao Huang, Catherine De Wolf, Mennatallah El-Assady, Pei-Yu Wu

Developments in the Built Environment, 2026

[Paper]

Preference Instability in Reward Models: Detection and Mitigation via Sparse Autoencoders

Shunchang Liu, Xin Chen, Belen Martin Urcelay, Francesco Croce

ICML @CompLearn Workshop & @Mech Interp Workshop, 2026

[Paper] [Code]

Preference Instability in Reward Models: Detection and Mitigation via Sparse Autoencoders

Shunchang Liu, Xin Chen, Belen Martin Urcelay, Francesco Croce

ICML @CompLearn Workshop & @Mech Interp Workshop, 2026

[Paper] [Code]

The Biased Oracle: Assessing LLMs' Understandability and Empathy in Medical Diagnoses

Jianzhou Yao*, Shunchang Liu*, Guillaume Drui, Rikard Pettersson, Alessandro Blasimme, Sara Kijewski (* equal contribution)

NeurIPS @GenAI4Health Workshop, 2025

[Paper] [Code]

The Biased Oracle: Assessing LLMs' Understandability and Empathy in Medical Diagnoses

Jianzhou Yao*, Shunchang Liu*, Guillaume Drui, Rikard Pettersson, Alessandro Blasimme, Sara Kijewski (* equal contribution)

NeurIPS @GenAI4Health Workshop, 2025

[Paper] [Code]

CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models

Shunchang Liu*, Zhuan Shi*, Lingjuan Lyu, Yaochu Jin, Boi Faltings (* equal contribution)

ACM International Conference on Multimedia (MM), 2025

[Paper] [Code] [Video]

Thanks for Anderson's insightful commentary and sharing (1, 2) by the Korea Copyright Commission.

CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models

Shunchang Liu*, Zhuan Shi*, Lingjuan Lyu, Yaochu Jin, Boi Faltings (* equal contribution)

ACM International Conference on Multimedia (MM), 2025

[Paper] [Code] [Video]

Thanks for Anderson's insightful commentary and sharing (1, 2) by the Korea Copyright Commission.

Benchmarking the Robustness of Quantized Models

Yisong Xiao, Tianyuan Zhang, Shunchang Liu, Haotong Qin

CVPR @AdvCV Workshop, 2023

[Paper]

Benchmarking the Robustness of Quantized Models

Yisong Xiao, Tianyuan Zhang, Shunchang Liu, Haotong Qin

CVPR @AdvCV Workshop, 2023

[Paper]

Boosting Cross-task Transferability of Adversarial Patches with Visual Relations

Tony Ma, Songze Li, Yisong Xiao, Shunchang Liu^# (^# corresponding author)

CVPR @AdvCV Workshop, 2023

[Paper]

Boosting Cross-task Transferability of Adversarial Patches with Visual Relations

Tony Ma, Songze Li, Yisong Xiao, Shunchang Liu^# (^# corresponding author)

CVPR @AdvCV Workshop, 2023

[Paper]

Harnessing Perceptual Adversarial Patches for Crowd Counting

Shunchang Liu*, Jiakai Wang*, Aishan Liu, Yingwei Li, Yijie Gao, Xianglong Liu, Dacheng Tao (* equal contribution)

ACM SIGSAC Conference on Computer and Communications Security (CCS), 2022

[Code] [Paper] [Video]

Harnessing Perceptual Adversarial Patches for Crowd Counting

Shunchang Liu*, Jiakai Wang*, Aishan Liu, Yingwei Li, Yijie Gao, Xianglong Liu, Dacheng Tao (* equal contribution)

ACM SIGSAC Conference on Computer and Communications Security (CCS), 2022

[Code] [Paper] [Video]

Revisiting Audio Visual Scene-Aware Dialog

Aishan Liu, Huiyuan Xie, Xianglong Liu, Zixin Yin, Shunchang Liu

Neurocomputing, 2022

[Paper]

Revisiting Audio Visual Scene-Aware Dialog

Aishan Liu, Huiyuan Xie, Xianglong Liu, Zixin Yin, Shunchang Liu

Neurocomputing, 2022

[Paper]

Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World

Jiakai Wang, Aishan Liu, Zixin Yin, Shunchang Liu, Shiyu Tang, Xianglong Liu

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021 Oral

[Paper] [Code]

Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World

Jiakai Wang, Aishan Liu, Zixin Yin, Shunchang Liu, Shiyu Tang, Xianglong Liu

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021 Oral

[Paper] [Code]

Publications

2026

IP Protection in the Era of Visual Generative AI: A Survey

IP Protection in the Era of Visual Generative AI: A Survey

Enhancing building product inventory automation through a hybrid spatial-semantic modeling framework

Enhancing building product inventory automation through a hybrid spatial-semantic modeling framework

Preference Instability in Reward Models: Detection and Mitigation via Sparse Autoencoders

Preference Instability in Reward Models: Detection and Mitigation via Sparse Autoencoders

2025

The Biased Oracle: Assessing LLMs' Understandability and Empathy in Medical Diagnoses

The Biased Oracle: Assessing LLMs' Understandability and Empathy in Medical Diagnoses

CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models

CopyJudge: Automated Copyright Infringement Identification and Mitigation in Text-to-Image Diffusion Models

2023

Benchmarking the Robustness of Quantized Models

Benchmarking the Robustness of Quantized Models

Boosting Cross-task Transferability of Adversarial Patches with Visual Relations

Boosting Cross-task Transferability of Adversarial Patches with Visual Relations

2022

Harnessing Perceptual Adversarial Patches for Crowd Counting

Harnessing Perceptual Adversarial Patches for Crowd Counting

Revisiting Audio Visual Scene-Aware Dialog

Revisiting Audio Visual Scene-Aware Dialog

2021

Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World

Dual Attention Suppression Attack: Generate Adversarial Camouflage in Physical World

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