Zijie Zhou

🌱 Master's Student

China University of Petroleum Beijing
Beijing, China.

Email: zjzhouzh [at] gmail.com

Biography

Hello! I am a final-year Master's student of Artificial Intelligence at China University of Petroleum (Beijing), under the supervision of Associate Professor Dandan Zhu. I completed my undergraduate degree in Artificial Intelligence at China University of Petroleum (Beijing) in 2023.

I have broad interests in:

Efficient and Trustworthy Multimodal Agents
Graph-enhanced Retrieval-Augmented Generation (RAG)
Reinforcement Learning for LLM Optimization

News

[03/2026] One paper has been accepted to ICME 2026 !
[03/2026] One paper has been accepted to Geoenergy Science and Engineering (Journal) !
[12/2025] One paper has been accepted to IEEE TAI (Journal) !
[08/2025] One paper has been accepted to ASE 2025 !
[08/2025] One paper has been accepted to Petroleum Science (Journal) !
[07/2024] One paper has been accepted to ICANN 2024 !

Publications

* indicates equal contribution

*/Preprint/*
	PolarMem: A Training-Free Polarized Latent Graph Memory for Verifiable Multimodal Agents Zhisheng Chen, Tingyu Wu, Zijie Zhou, Zhengwei Xie, Ziyan Weng, Yingwei Zhang ArXiv:2602.00415, 2026* [paper] [code]
	M³Prune: Hierarchical Communication Graph Pruning for Efficient Multi-Modal Multi-Agent Retrieval-Augmented Generation Weizi Shao, Taolin Zhang, Zijie Zhou, Chen Chen, Chengyu Wang, Xiaofeng Heg arXiv:2511.19969, 2025 [paper]
*/Conference/*
	ICPO: Illocution-Calibrated Policy Optimization for Multi-Turn Conversation Zhebo Wang, Xiaohu Mu, Zijie Zhou, Mohan Li, Wenpeng Xing, Dezhang Kong, Meng Han IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026 [paper]
	PrefGen: A Preference-Driven Methodology for Secure Yet Gas-Efficient Smart Contract Generation Zhiyuan Peng, Xin Yin, Zijie Zhou, Chenhao Ying, Chao Ni, Yuan Luo In Proceedings of the 40th IEEE/ACM Automated Software Engineering Conference (ASE), 2025 [paper] [code]
	Small object detection based on bidirectional feature fusion and multi-scale distillation Lingyu Wang, Zijie Zhou, Guanqun Shi, Junkang Guo, Zhigang Liu The 33rd International Conference on Artificial Neural Networks (ICANN), 2024. (Oral Presentation) [paper]
*/Journal/*
	A preference-driven methodology for efficient code generation Yuqi Li, Zijie Zhou, Zhiyuan Peng, Junhao Dong, Haochen You, Renye Yan, Shiping Wen, Yingli Tian, Tingwen Huang IEEE Transactions on Artificial Intelligence, 2025. [paper] [code]
	A novel directional drilling decision method based on 3D spatial wide-angle detection mechanism Hao Zhou, Dandan Zhu†, Zijie Zhou†, Xinping Dai, Liping Zhu, Junliang Yuan, Ke Zhang Geoenergy Science and Engineering, 2026. [paper]
	An intelligent drilling guide algorithm design framework based on highly interactive learning mechanism Yi Zhao, Dandan Zhu, Fei Wang, Xinping Dai, Huishen Jiao, Zijie Zhou Petroleum Science, 2025. [paper]

Professional Services

Program Committee (PC) Member:
ACM International Conference on Multimedia Retrieval (ICMR 2026)
Reviewer:
IEEE International Conference on Multimedia and Expo (ICME 2026)