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 21, 2026	Our paper on Unified Agent for Structured Knowledge Reasoning has been accepted to TKDE.
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.

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},
}