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.

AI systems should evolve continuously while remaining reliable and resource-efficient.

News

Jul 11, 2026	Our paper on New Benchmark for Agentic Academic Reconstruction has been accepted to ACM MM 2026.
Apr 06, 2026	Our paper on Uncertainty-aware Dynamic RAG has been accepted to Findings of ACL 2026.
Jan 26, 2026	Our paper on Conditional Multi-Agent Topology Design has been accepted to ICLR 2026.
Jan 15, 2026	Our paper on Lifelong Scene Graph Generation has been accepted to Pattern Recognition.
Jan 05, 2026	I will serve as an Area Chair for the ACL ARR January 2026 cycle.

Selected Publication

ICLR

CARD: Towards Conditional Design of Multi-agent Topological Structures

Tongtong Wu, Yanming Li, Ziye Tang, Chen Jiang, Linhao Luo, Guilin Qi, and 2 more authors

In Proceedings of ICLR, 2026

Bib PDF Code

@inproceedings{wu2026card,
  title = {{CARD}: Towards Conditional Design of Multi-agent Topological Structures},
  author = {Wu, Tongtong and Li, Yanming and Tang, Ziye and Jiang, Chen and Luo, Linhao and Qi, Guilin and Pan, Shirui and Haffari, Gholamreza},
  booktitle = {Proceedings of ICLR},
  year = {2026},
}

ICSE

Environment-Aware Code Generation: How far are We?

Tongtong Wu, Rongyi Chen, Wenjie Du, Suyu Ma, Guilin Qi, Zhenchang Xing, and 3 more authors

In Proceedings of ICSE, 2026

Bib PDF Code

@inproceedings{wu2026environment,
  title = {Environment-Aware Code Generation: How far are We?},
  author = {Wu, Tongtong and Chen, Rongyi and Du, Wenjie and Ma, Suyu and Qi, Guilin and Xing, Zhenchang and Khadivi, Shahram and Periyathambi, Ramesh and Haffari, Gholamreza},
  booktitle = {Proceedings of ICSE},
  year = {2026},
}

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},
}

WWWJ

KC-GEE: knowledge-based conditioning for generative event extraction

Tongtong Wu, Fatemeh Shiri, Jingqi Kang, Guilin Qi, Gholamreza Haffari, and Yuan-Fang Li

World Wide Web (WWWJ), 2023

Bib PDF

@article{WuSKQHL23,
  author = {Wu, Tongtong and Shiri, Fatemeh and Kang, Jingqi and Qi, Guilin and Haffari, Gholamreza and Li, Yuan{-}Fang},
  title = {{KC-GEE:} knowledge-based conditioning for generative event extraction},
  journal = {World Wide Web {(WWWJ)}},
  volume = {26},
  number = {6},
  pages = {3983--3999},
  year = {2023},
}

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},
}

AAAI

Curriculum-Meta Learning for Order-Robust Continual Relation Extraction

Tongtong Wu, Xuekai Li, Yuan-Fang Li, Gholamreza Haffari, Guilin Qi, Yujin Zhu, and 1 more author

In Proceedings of AAAI, 2021

Bib PDF Code

@inproceedings{WuLLHQZX21,
  author = {Wu, Tongtong and Li, Xuekai and Li, Yuan{-}Fang and Haffari, Gholamreza and Qi, Guilin and Zhu, Yujin and Xu, Guoqiang},
  title = {Curriculum-Meta Learning for Order-Robust Continual Relation Extraction},
  booktitle = {Proceedings of AAAI},
  pages = {10363--10369},
  year = {2021},
}