Tongtong Wu | 吴桐桐

Hi there !

I’m a Research Fellow in the Department of Data Science & AI at Monash University. I completed my PhD at Southeast University, co-supervised by Prof. Guilin Qi, Prof. Reza Haffari, and Prof. Yuan-Fang Li.

My research focuses on enabling AI systems to perceive, memorize, reason, and adapt within evolving environments, building on my long-term work in Continual Learning and Knowledge Graphs.

News

Feb 01, 2025	Our paper on LLMs’ Understanding of Knowledge Graphs has been accepted to KBS.
Jan 12, 2025	Our paper on Error Detection in Knowledge Graphs has been accepted to DASFAA 2025.
Dec 13, 2024	I have been invited to give a talk at SEU and NJUPT. I look forward to seeing you there!
Dec 05, 2024	Our position paper on LifeSpan Cognitive Systems has been accepted to TMLR.
Dec 01, 2024	I will be delivering a 3-hour tutorial on Continual Learning with LLMs at EMNLP 2025. Hope to see you there!

Selected Publication

TMLR

Towards LifeSpan Cognitive Systems

Yu Wang, Chi Han, Tongtong Wu, Xiaoxin He, Wangchunshu Zhou, Nafis Sadeq, and 6 more authors

TMLR, 2025

Bib PDF

@article{abs-2409-13265,
  author = {Wang, Yu and Han, Chi and Wu, Tongtong and He, Xiaoxin and Zhou, Wangchunshu and Sadeq, Nafis and Chen, Xiusi and He, Zexue and Wang, Wei and Haffari, Gholamreza and Ji, Heng and McAuley, Julian J.},
  title = {Towards LifeSpan Cognitive Systems},
  journal = {TMLR},
  year = {2025},
}

arXiv

VersiCode: Towards Version-controllable Code Generation

Tongtong Wu, Weigang Wu, Xingyu Wang, Kang Xu, Suyu Ma, Bo Jiang, and 4 more authors

CoRR, 2024

Bib PDF Code Website

@article{abs-2406-07411,
  author = {Wu, Tongtong and Wu, Weigang and Wang, Xingyu and Xu, Kang and Ma, Suyu and Jiang, Bo and Yang, Ping and Xing, Zhenchang and Li, Yuan{-}Fang and Haffari, Gholamreza},
  title = {VersiCode: Towards Version-controllable Code Generation},
  journal = {CoRR},
  volume = {abs/2406.07411},
  year = {2024},
}

arXiv

Continual Learning for Large Language Models: A Survey

Tongtong Wu, Linhao Luo, Yuan-Fang Li, Shirui Pan, Thuy-Trang Vu, and Gholamreza Haffari

CoRR, 2024

Bib PDF

@article{abs-2402-01364,
  author = {Wu, Tongtong and Luo, Linhao and Li, Yuan{-}Fang and Pan, Shirui and Vu, Thuy{-}Trang and Haffari, Gholamreza},
  title = {Continual Learning for Large Language Models: {A} Survey},
  journal = {CoRR},
  volume = {abs/2402.01364},
  year = {2024},
}

EMNLP

Towards relation extraction from speech

Tongtong Wu, Guitao Wang, Jinming Zhao, Zhaoran Liu, Guilin Qi, Yuan-Fang Li, and 1 more author

In Proceedings of EMNLP, 2022

Bib PDF Code

@inproceedings{WuWZLQLH22,
  author = {Wu, Tongtong and Wang, Guitao and Zhao, Jinming and Liu, Zhaoran and Qi, Guilin and Li, Yuan{-}Fang and Haffari, Gholamreza},
  title = {Towards relation extraction from speech},
  booktitle = {Proceedings of EMNLP},
  pages = {10751--10762},
  year = {2022},
}

ICLR

Pretrained Language Model in Continual Learning: A Comparative Study

Tongtong Wu, Massimo Caccia, Zhuang Li, Yuan-Fang Li, Guilin Qi, and Gholamreza Haffari

In Preceedings of ICLR, 2022

Bib PDF Code

@inproceedings{WuCLLQH22,
  author = {Wu, Tongtong and Caccia, Massimo and Li, Zhuang and Li, Yuan{-}Fang and Qi, Guilin and Haffari, Gholamreza},
  title = {Pretrained Language Model in Continual Learning: {A} Comparative Study},
  booktitle = {Preceedings of ICLR},
  year = {2022},
}