Publications

(* means equal contribution)

Topic 1: LLM Reasoning

• Dyve: Thinking Fast and Slow for Dynamic Process Verification. |PDF|Code|
  Jianyuan Zhong*, Zeju Li*, Zhijian Xu, Xiangyu Wen, Qiang Xu. Preprint, 2025

Topic 2: LLM for Hardware Code Understanding and Generation

• DeepCircuitX: Repository-Level RTL Dataset for Code Understanding, Generation, and Multimodal Analysis. |Project|
  Zeju Li*, Changran Xu*, Zhengyuan Shi*, Zedong Peng, Yi Liu, Yunhao Zhou, Lingfeng Zhou, Chengyu Ma, Jianyuan Zhong, Xi Wang, Jieru Zhao, Zhufei Chu, Xiaoyan Yang, Qiang Xu. Preprint, 2025
• ForgeEDA: A Comprehensive Multimodal Dataset for Advancing EDA. |Project|
  Zhengyuan Shi, Zeju Li, Chengyu Ma, Yunhao Zhou, Ziyang Zheng, Jiawei Liu, Hongyang Pan, Lingfeng Zhou, Kezhi Li, Jiaying Zhu, Lingwei Yan, Zhiqiang He, Chenhao Xue, Wentao Jiang, Fan Yang, Guangyu Sun, Xiaoyan Yang, Gang Chen, Chuan Shi, Zhufei Chu, Jun Yang, Qiang Xu. Preprint, 2025
• DeepRTL: Bridging Verilog Understanding and Generation with a Unified Representation Model. |[PDF]|
  Yi Liu, Changran XU, Yunhao Zhou, Zeju Li, Qiang Xu. (ICLR 2025)(Spotlight)

Topic 3: MLLM for 3D World Understanding

• 3DMIT: 3D Multi-modal Instruction Tuning for Scene Understanding. |[PDF] [Code]|
  Zeju Li, Chao Zhang, Xiaoyan Wang, Ruilong Ren, Yifan Xu, Ruifei Ma, Xiangde Liu. (ICME 2024)(Oral)
• Spatial 3D-LLM: Progressive Spatial Awareness for Advanced 3D Vision-Language Understanding. |[PDF]|
  Xiaoyan Wang, Zeju Li, Yifan Xu, Jiaxing Qi, Zhifei Yang, Ruifei Ma, Xiangde Liu, Chao Zhang. Preprint, 2025

Undergraduate Research

• Multi-source Education Knowledge Graph Construction and Fusion for College Curricula. |[PDF]|
  Zeju Li, Linya Cheng, Chunhong Zhang, Xinning Zhu, Hui Zhao. (ICALT 2023)(Oral, Best Paper Nomination)
• SemBAT: Physical Layer Black-box Adversarial Attacks for Deep Learning-based Semantic Communication Systems.|[PDF]|
  Zeju Li, Jinfei Zhou, Guoshun Nan*, Zhichun Li, Qimei Cui, Xiaofeng Tao. (VTC 2022-fall)(Oral)
• Boosting Physical Layer Black-Box Attacks with Semantic Adversaries in Semantic Communications. |[PDF]|
  Zeju Li, Xinghan Liu, Guoshun Nan, Jinfei Zhou, Xinchen Lyu, Qimei Cui, Xiaofeng Tao. (ICC 2023)(Oral)
• SemProtector: A Unified Framework for Semantic Protection in Deep Learning-based Semantic Communication Systems.| [PDF]|
  Xinghan Liu, Guoshun Nan*, Qimei Cui, Zeju Li, Peiyuan Liu, Zebin Xing, Hanqing Mu, Yuanwei Liu, Xiaofeng Tao. (IEEE Communication Magazine)(SCI Q1)
• Exploring the Distributed Knowledge Congruence in Proxy-data-free Federated Distillation. |[PDF]|
  Zhiyuan Wu, Sheng Sun, Min Liu, Quyang Pan, Junbo Zhang, Yuwei Wang*, Zeju Li, and Qingxiang Liu. (ACM Transactions on Intelligent Systems and Technology)(SCI Q1)