Publications | Tianyi Wang

2025

PRCV

A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection

Libo Lv, Tianyi Wang*, Mengxiao Huang, Ruixia Liu, and Yinglong Wang

In Pattern Recognition and Computer Vision: 8th Chinese Conference, 2025

@inproceedings{Lv2025SFMFNet,
  author = {Lv, Libo and Wang*, Tianyi and Huang, Mengxiao and Liu, Ruixia and Wang, Yinglong},
  booktitle = {Pattern Recognition and Computer Vision: 8th Chinese Conference},
  title = {A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection},
  year = {2025},
  volume = {},
  number = {},
  pages = {}
}

Information Sciences

Scene generalization for biomedical fact verification via hierarchical mixture of experts

Jiasheng Si, Haiyang Zhu , Yibo Zhao, Weiyu Zhang, Tianyi Wang, Wenpeng Lu, and Deyu Zhou

Information Sciences, 2025

Bib HTML

@article{AHMoE2025SI,
  title = {Scene generalization for biomedical fact verification via hierarchical mixture of experts},
  journal = {Information Sciences},
  volume = {720},
  pages = {122527},
  year = {2025},
  issn = {0020-0255},
  doi = {https://doi.org/10.1016/j.ins.2025.122527},
  author = {Si, Jiasheng and Zhu, Haiyang and Zhao, Yibo and Zhang, Weiyu and Wang, Tianyi and Lu, Wenpeng and Zhou, Deyu},
}

IEEE SMC

Defending Deepfake via Texture Feature Perturbation

Xiao Zhang, Changfang Chen, and Tianyi Wang*

In 2025 IEEE International Conference on Systems, Man, and Cybernetics, 2025

arXiv Bib

@inproceedings{Zhang2025SMC,
  author = {Zhang, Xiao and Chen, Changfang and Wang*, Tianyi},
  booktitle = {2025 IEEE International Conference on Systems, Man, and Cybernetics},
  title = {Defending Deepfake via Texture Feature Perturbation},
  year = {2025},
  volume = {},
  number = {},
  pages = {}
}

ACM MM Oral

FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks

Tianyi Wang, Harry Cheng, Ming-Hui Liu, and Mohan Kankanhalli

In Proceedings of the 33rd ACM International Conference on Multimedia, 2025

arXiv Bib

@inproceedings{Wang2025FractalForensics,
  title = {FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks},
  author = {Wang, Tianyi and Cheng, Harry and Liu, Ming-Hui and Kankanhalli, Mohan},
  booktitle = {Proceedings of the 33rd ACM International Conference on Multimedia},
  year = {2025}
}

JBHI

Contrastive Representation Learning for Cross-Domain Blood Cell Image Classification with Denoising Mechanism

Renyu Fu, Xiao Zheng, Hua Zhou, Chengfu Ji, Sen Xiang, Guanghui Yue, Tianyi Wang, and Chang Tang

IEEE Journal of Biomedical and Health Informatics, 2025

Bib HTML

@article{Fu2025CDCBC,
  author = {Fu, Renyu and Zheng, Xiao and Zhou, Hua and Ji, Chengfu and Xiang, Sen and Yue, Guanghui and Wang, Tianyi and Tang, Chang},
  journal = {IEEE Journal of Biomedical and Health Informatics},
  title = {Contrastive Representation Learning for Cross-Domain Blood Cell Image Classification with Denoising Mechanism},
  year = {2025},
  doi = {10.1109/JBHI.2025.3585548}
}

arXiv

NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping

Tianyi Wang, Harry Cheng, Xiao Zhang, and Yinglong Wang

2025

arXiv Bib

@misc{Wang2025NullSwap,
  title = {NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping},
  author = {Wang, Tianyi and Cheng, Harry and Zhang, Xiao and Wang, Yinglong},
  year = {2025},
  journal = {arXiv preprint arXiv:2503.18678},
}

TIFS

MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection

Yaning Zhang, Tianyi Wang, Zitong Yu, Zan Gao, Linlin Shen, and Shengyong Chen

IEEE Transactions on Information Forensics and Security, 2025

arXiv Bib HTML Blog Code

@article{Zhang2024MFCLIP,
  title = {MFCLIP: Multi-modal Fine-grained CLIP for Generalizable Diffusion Face Forgery Detection},
  author = {Zhang, Yaning and Wang, Tianyi and Yu, Zitong and Gao, Zan and Shen, Linlin and Chen, Shengyong},
  year = {2025},
  journal = {IEEE Transactions on Information Forensics and Security},
}

KDD

ALSA: Context-Sensitive Prompt Privacy Preservation in Large Language Models

Hongru Ma, Wenpeng Lu, Yanjie Liang, Tianyi Wang, Qi Zhang, Yingjie Zhu, and Jiasheng Si

In Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2025

Bib HTML PDF

@inproceedings{Ma2025ALSA,
  title = {ALSA: Context-Sensitive Prompt Privacy Preservation in Large Language Models},
  author = {Ma, Hongru and Lu, Wenpeng and Liang, Yanjie and Wang, Tianyi and Zhang, Qi and Zhu, Yingjie and Si, Jiasheng},
  booktitle = {Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
  year = {2025},
}

ICML

Self-Bootstrapping for Versatile Test-Time Adaptation

Shuaicheng Niu, Guohao Chen, Peilin Zhao, Tianyi Wang, Pengcheng Wu , and Zhiqi Shen

In Proceedings of the 42nd International Conference on Machine Learning, 2025

arXiv Bib PDF

@inproceedings{Niu2025SelfBootstrapping,
  title = {Self-Bootstrapping for Versatile Test-Time Adaptation},
  author = {Niu, Shuaicheng and Chen, Guohao and Zhao, Peilin and Wang, Tianyi and Wu, Pengcheng and Shen, Zhiqi},
  year = {2025},
  booktitle = {Proceedings of the 42nd International Conference on Machine Learning},
}

IJCAI

Learning Real Facial Concepts for Independent Deepfake Detection

Ming-Hui Liu, Harry Cheng, Tianyi Wang, Xin Luo, and Xin-Shun Xu

In Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 2025

arXiv Bib

@inproceedings{Liu2025FacialConcept,
  title = {Learning Real Facial Concepts for Independent Deepfake Detection},
  author = {Liu, Ming-Hui and Cheng, Harry and Wang, Tianyi and Luo, Xin and Xu, Xin-Shun},
  booktitle = {Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence},
  year = {2025}
}

TPDS

IoT-Dedup: Device Relationship-based IoT Data Deduplication Scheme

Yuan Gao, Liquan Chen, Jianchang Lai, Tianyi Wang, Xiaoming Wu , and Shui Yu

IEEE Transactions on Parallel & Distributed Systems, 2025

Bib HTML

@article{Gao2025IoTDedup,
  author = {Gao, Yuan and Chen, Liquan and Lai, Jianchang and Wang, Tianyi and Wu, Xiaoming and Yu, Shui},
  journal = {IEEE Transactions on Parallel \& Distributed Systems},
  title = {IoT-Dedup: Device Relationship-based IoT Data Deduplication Scheme},
  year = {2025},
  issn = {1558-2183},
  pages = {1-14},
  doi = {10.1109/TPDS.2025.3544315},
  month = feb,
}

TAAS

FedGPL: Gradient Priority-based Federated Learning Enhancement for In-Vehicle Language Models

Haomiao Yang, Dongyun Xue, Tianyi Wang, Jin Kwak, and Hyunsung Kim

ACM Transactions on Autonomous and Adaptive Systems, 2025

Bib HTML

@article{Yang2025FedGPL,
  author = {Yang, Haomiao and Xue, Dongyun and Wang, Tianyi and Kwak, Jin and Kim, Hyunsung},
  title = {FedGPL: Gradient Priority-based Federated Learning Enhancement for In-Vehicle Language Models},
  year = {2025},
  issn = {1556-4665},
  doi = {10.1145/3717835},
  journal = {ACM Transactions on Autonomous and Adaptive Systems},
}

2024

CSUR

Deepfake Detection: A Comprehensive Survey from the Reliability Perspective

Tianyi Wang, Xin Liao, Kam Pui Chow, Xiaodong Lin, and Yinglong Wang

ACM Computing Surveys, 2024

arXiv Bib HTML Blog

@article{Wang2024DeepfakeSurvey,
  title = {Deepfake Detection: A Comprehensive Survey from the Reliability Perspective},
  author = {Wang, Tianyi and Liao, Xin and Chow, Kam Pui and Lin, Xiaodong and Wang, Yinglong},
  year = {2024},
  journal = {ACM Computing Surveys},
  issn = {0360-0300},
}

TIFS

GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning

Yaning Zhang, Zitong Yu, Tianyi Wang, Xiaobin Huang, Linlin Shen, Zan Gao, and Jianfeng Ren

IEEE Transactions on Information Forensics and Security, 2024

arXiv Bib HTML Blog Code

@article{Zhang2024GenFace,
  title = {GenFace: A Large-Scale Fine-Grained Face Forgery Benchmark and Cross Appearance-Edge Learning},
  author = {Zhang, Yaning and Yu, Zitong and Wang, Tianyi and Huang, Xiaobin and Shen, Linlin and Gao, Zan and Ren, Jianfeng},
  year = {2024},
  journal = {IEEE Transactions on Information Forensics and Security},
}

ACM MM

LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks

Tianyi Wang, Mengxiao Huang, Harry Cheng, Xiao Zhang , and Zhiqi Shen

In Proceedings of the 32nd ACM International Conference on Multimedia, 2024

arXiv Bib HTML Blog Code Poster

@inproceedings{Wang2024LampMark,
  title = {LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks},
  author = {Wang, Tianyi and Huang, Mengxiao and Cheng, Harry and Zhang, Xiao and Shen, Zhiqi},
  year = {2024},
  booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia},
}

ACM MM

Diffusion Facial Forgery Detection

Harry Cheng, Yangyang Guo, Tianyi Wang, Liqiang Nie, and Mohan Kankanhalli

In Proceedings of the 32nd ACM International Conference on Multimedia, 2024

arXiv Bib HTML Code

@inproceedings{Cheng2024DiFF,
  title = {Diffusion Facial Forgery Detection},
  author = {Cheng, Harry and Guo, Yangyang and Wang, Tianyi and Nie, Liqiang and Kankanhalli, Mohan},
  year = {2024},
  booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia},
}

TMM

An Efficient Attribute-Preserving Framework for Face Swapping

Tianyi Wang, Zian Li, Ruixia Liu, Yinglong Wang, and Liqiang Nie

IEEE Transactions on Multimedia, 2024

Bib HTML

@article{Wang2024APSwap,
  author = {Wang, Tianyi and Li, Zian and Liu, Ruixia and Wang, Yinglong and Nie, Liqiang},
  journal = {IEEE Transactions on Multimedia},
  title = {An Efficient Attribute-Preserving Framework for Face Swapping},
  year = {2024},
  volume = {26},
  pages = {6554--6565},
  doi = {10.1109/TMM.2024.3354573},
}

2023

arXiv

Robust Identity Perceptual Watermark Against Deepfake Face Swapping

Tianyi Wang, Mengxiao Huang, Harry Cheng, Bin Ma, and Yinglong Wang

2023

arXiv Bib

@misc{Wang2023IDPMark,
  title = {Robust Identity Perceptual Watermark Against Deepfake Face Swapping},
  author = {Wang, Tianyi and Huang, Mengxiao and Cheng, Harry and Ma, Bin and Wang, Yinglong},
  year = {2023},
  journal = {arXiv preprint arXiv:2311.01357},
}

TOMM

Voice-Face Homogeneity Tells Deepfake

Harry Cheng, Yangyang Guo, Tianyi Wang, Qi Li, Xiaojun Chang, and Liqiang Nie

ACM Transactions on Multimedia Computing, Communications, and Applications, 2023

arXiv Bib HTML Code

@article{Cheng2023Voice,
  author = {Cheng, Harry and Guo, Yangyang and Wang, Tianyi and Li, Qi and Chang, Xiaojun and Nie, Liqiang},
  title = {Voice-Face Homogeneity Tells Deepfake},
  year = {2023},
  volume = {20},
  number = {3},
  issn = {1551-6857},
  doi = {10.1145/3625231},
  journal = {ACM Transactions on Multimedia Computing, Communications, and Applications},
  articleno = {76},
  numpages = {22},
}

arXiv

CTP-Net: Character Texture Perception Network for Document Image Forgery Localization

Xin Liao, Siliang Chen, Jiaxin Chen, Tianyi Wang, and Xiehua Li

2023

arXiv Bib

@misc{Liao2023CTPNet,
  title = {CTP-Net: Character Texture Perception Network for Document Image Forgery Localization},
  author = {Liao, Xin and Chen, Siliang and Chen, Jiaxin and Wang, Tianyi and Li, Xiehua},
  year = {2023},
  journal = {arXiv preprint arXiv:2308.02158},
}

arXiv

Towards Generalizable Deepfake Detection by Primary Region Regularization

Harry Cheng, Yangyang Guo, Tianyi Wang, Liqiang Nie, and Mohan Kankanhalli

2023

arXiv Bib Code

@misc{Cheng2023TowardsGen,
  title = {Towards Generalizable Deepfake Detection by Primary Region Regularization},
  author = {Cheng, Harry and Guo, Yangyang and Wang, Tianyi and Nie, Liqiang and Kankanhalli, Mohan},
  year = {2023},
  journal = {arXiv preprint arXiv:2307.12534},
}

ICANN

Dynamic Facial Expression Recognition in Unconstrained Real-World Scenarios Leveraging Dempster-Shafer Evidence Theory

Zhenyu Liu, Tianyi Wang*, Shuwang Zhou, and Minglei Shu

International Conference on Artificial Neural Networks, 2023

Bib HTML

@article{Liu2023Dynamic,
  author = {Liu, Zhenyu and Wang*, Tianyi and Zhou, Shuwang and Shu, Minglei},
  title = {Dynamic Facial Expression Recognition in Unconstrained Real-World Scenarios Leveraging Dempster-Shafer Evidence Theory},
  journal = {International Conference on Artificial Neural Networks},
  year = {2023},
  pages = {244--258},
  isbn = {978-3-031-44210-0},
}

TCSVT

FAMM: Facial Muscle Motions for Detecting Compressed Deepfake Videos Over Social Networks

Xin Liao, Yumei Wang, Tianyi Wang*, Juan Hu, and Xiaoshuai Wu

IEEE Transactions on Circuits and Systems for Video Technology, 2023

Bib HTML

@article{Liao2023FAMM,
  author = {Liao, Xin and Wang, Yumei and Wang*, Tianyi and Hu, Juan and Wu, Xiaoshuai},
  journal = {IEEE Transactions on Circuits and Systems for Video Technology},
  title = {FAMM: Facial Muscle Motions for Detecting Compressed Deepfake Videos Over Social Networks},
  year = {2023},
  volume = {33},
  number = {12},
  pages = {7236--7251},
  doi = {10.1109/TCSVT.2023.3278310},
}

TOMM

Deep Convolutional Pooling Transformer for Deepfake Detection

Tianyi Wang, Harry Cheng, Kam Pui Chow, and Liqiang Nie

ACM Transactions on Multimedia Computing, Communications, and Applications, 2023

arXiv Bib HTML Code

@article{Wang2023DCPT,
  author = {Wang, Tianyi and Cheng, Harry and Chow, Kam Pui and Nie, Liqiang},
  title = {Deep Convolutional Pooling Transformer for Deepfake Detection},
  year = {2023},
  volume = {19},
  number = {6},
  issn = {1551-6857},
  doi = {10.1145/3588574},
  journal = {ACM Transactions on Multimedia Computing, Communications, and Applications},
  articleno = {179},
  numpages = {20},
}

AAAI Oral

Noise Based Deepfake Detection via Multi-Head Relative-Interaction

Tianyi Wang, and Kam Pui Chow

Proceedings of the AAAI Conference on Artificial Intelligence, 2023

Bib HTML PDF Code

@article{Wang2023NoiseDF,
  title = {Noise Based Deepfake Detection via Multi-Head Relative-Interaction},
  volume = {37},
  doi = {10.1609/aaai.v37i12.26701},
  number = {12},
  journal = {Proceedings of the AAAI Conference on Artificial Intelligence},
  author = {Wang, Tianyi and Chow, Kam Pui},
  year = {2023},
  pages = {14548--14556},
}

TransFS: Face Swapping Using Transformer

Wei Cao, Tianyi Wang, Anming Dong, and Minglei Shu

2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition, 2023

Bib HTML

@article{Cao2023TransFS,
  author = {Cao, Wei and Wang, Tianyi and Dong, Anming and Shu, Minglei},
  journal = {2023 IEEE 17th International Conference on Automatic Face and Gesture Recognition},
  title = {TransFS: Face Swapping Using Transformer},
  year = {2023},
  pages = {1--8},
  doi = {10.1109/FG57933.2023.10042556},
}

2022

PRICAI

A Robust Lightweight Deepfake Detection Network Using Transformers

Yaning Zhang, Tianyi Wang, Minglei Shu, and Yinglong Wang

Pacific Rim International Conference on Artificial Intelligence, 2022

Bib HTML

@article{Zhang2022Robust,
  author = {Zhang, Yaning and Wang, Tianyi and Shu, Minglei and Wang, Yinglong},
  title = {A Robust Lightweight Deepfake Detection Network Using Transformers},
  journal = {Pacific Rim International Conference on Artificial Intelligence},
  year = {2022},
  pages = {275--288},
  isbn = {978-3-031-20862-1},
}

DFRWS

Deepfake noise investigation and detection

Tianyi Wang, Ming Liu, Wei Cao, and Kam Pui Chow

Forensic Science International: Digital Investigation, 2022

Proceedings of the Twenty-Second Annual DFRWS USA

Bib HTML PDF Slides

@article{Wang2022Forensic,
  title = {Deepfake noise investigation and detection},
  journal = {Forensic Science International: Digital Investigation},
  volume = {42},
  pages = {301395},
  year = {2022},
  note = {Proceedings of the Twenty-Second Annual DFRWS USA},
  issn = {2666-2817},
  doi = {https://doi.org/10.1016/j.fsidi.2022.301395},
  author = {Wang, Tianyi and Liu, Ming and Cao, Wei and Chow, Kam Pui},
}

TPDS

Elastic and Reliable Bandwidth Reservation Based on Distributed Traffic Monitoring and Control

Xinchang Zhang, and Tianyi Wang*

IEEE Transactions on Parallel and Distributed Systems, 2022

Bib HTML

@article{Zhang2022Elastic,
  author = {Zhang, Xinchang and Wang*, Tianyi},
  journal = {IEEE Transactions on Parallel and Distributed Systems},
  title = {Elastic and Reliable Bandwidth Reservation Based on Distributed Traffic Monitoring and Control},
  year = {2022},
  volume = {33},
  number = {12},
  pages = {4563--4580},
  doi = {10.1109/TPDS.2022.3196840},
}

ADFSL

A Lightweight Reliably Quantified Deepfake Detection Approach

Tianyi Wang, and Kam Pui Chow

Annual ADFSL Conference on Digital Forensics, Security and Law, 2022

Bib PDF

@article{Wang2022Lightweight,
  title = {A Lightweight Reliably Quantified Deepfake Detection Approach},
  author = {Wang, Tianyi and Chow, Kam Pui},
  journal = {Annual ADFSL Conference on Digital Forensics, Security and Law},
  year = {2022},
  pages = {8},
}

2021

CSE

Towards Vulnerability Types Classification Using Pure Self-Attention: A Common Weakness Enumeration Based Approach

Tianyi Wang, Shengzhi Qin, and Kam Pui Chow

2021 IEEE 24th International Conference on Computational Science and Engineering, 2021

Bib HTML

@article{Wang2021TowardsVT,
  author = {Wang, Tianyi and Qin, Shengzhi and Chow, Kam Pui},
  journal = {2021 IEEE 24th International Conference on Computational Science and Engineering},
  title = {Towards Vulnerability Types Classification Using Pure Self-Attention: A Common Weakness Enumeration Based Approach},
  year = {2021},
  pages = {146--153},
  doi = {10.1109/CSE53436.2021.00030},
}

2020

IEEE Access

COVID-19 Sensing: Negative Sentiment Analysis on Social Media in China via BERT Model

Tianyi Wang, Ke Lu, Kam Pui Chow, and Qing Zhu

IEEE Access, 2020

Bib PDF

@article{Wang2020COVID19SN,
  author = {Wang, Tianyi and Lu, Ke and Chow, Kam Pui and Zhu, Qing},
  journal = {IEEE Access},
  title = {COVID-19 Sensing: Negative Sentiment Analysis on Social Media in China via BERT Model},
  year = {2020},
  volume = {8},
  pages = {138162--138169},
  doi = {10.1109/ACCESS.2020.3012595},
}

2019

ISI

Automatic Tagging of Cyber Threat Intelligence Unstructured Data using Semantics Extraction

Tianyi Wang, and Kam Pui Chow

2019 IEEE International Conference on Intelligence and Security Informatics, 2019

Bib HTML

@article{Wang2019AutomaticTO,
  author = {Wang, Tianyi and Chow, Kam Pui},
  title = {Automatic Tagging of Cyber Threat Intelligence Unstructured Data using Semantics Extraction},
  year = {2019},
  doi = {10.1109/ISI.2019.8823252},
  journal = {2019 IEEE International Conference on Intelligence and Security Informatics},
  pages = {197--199},
  numpages = {3},
}