Publications

2025

1. arXiv

   Self-Bootstrapping for Versatile Test-Time Adaptation

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

   2025

   arXiv Bib

   @misc{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},
     journal = {arXiv preprint arXiv:2504.08010},
   }

2. arXiv

   

   FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks

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

   2025

   arXiv Bib

   @misc{Wang2025FractalForensics,
     title = {FractalForensics: Proactive Deepfake Detection and Localization via Fractal Watermarks},
     author = {Wang, Tianyi and Cheng, Harry and Liu, Ming-Hui and Kankanhalli, Mohan},
     year = {2025},
     journal = {arXiv preprint arXiv:2504.09451}
   }

3. 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},
   }

4. 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,
   }

5. 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

1. 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},
     google_scholar_id = {R3hNpaxXUhUC}
   }

2. arXiv

   

   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

   2024

   arXiv Bib

   @misc{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 = {2024},
     journal = {arXiv preprint arXiv:2409.09724},
   }

3. 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 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},
   }

4. ACM MM

   

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

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

   The 32nd ACM International Conference on Multimedia, 2024

   arXiv Bib HTML Code Poster

   @article{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},
     journal = {The 32nd ACM International Conference on Multimedia},
   }

5. ACM MM

   

   Diffusion Facial Forgery Detection

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

   The 32nd ACM International Conference on Multimedia, 2024

   arXiv Bib HTML Code

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

6. 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

1. 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},
   }

2. 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},
     google_scholar_id = {WF5omc3nYNoC}
   }

3. 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},
   }

4. 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},
   }

5. 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},
   }

6. 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},
     google_scholar_id = {hqOjcs7Dif8C}
   }

7. 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},
     google_scholar_id = {hFOr9nPyWt4C}
   }

8. 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},
     google_scholar_id = {0EnyYjriUFMC}
   }

9. FG

   

   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

1. 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},
   }

2. 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},
   }

3. 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},
     google_scholar_id = {zYLM7Y9cAGgC},
     doi = {10.1109/TPDS.2022.3196840},
   }

4. 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

1. 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

1. 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},
     google_scholar_id = {u5HHmVD_uO8C},
   }

2019

1. 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},
   }