Jiandian Zeng

Jiandian Zeng

Assistant Professor

Jiandian Zeng
Assistant Professor, Ph.D. Supervisor, Google Scholar
Institute of Artificial Intelligence and Future Networks
Advanced Institute of Natural Sciences/Faculty of Arts and Sciences
Beijing Normal University
E-mail: jiandian[AT]bnu.edu.cn

News

I am recruiting Ph.D. and Master for Fall 2026 admission (2026.09).
Interested applicants are welcome to contact me.

Research Interests:

LLM and SLM, Affective Computing
Edge Intelligence, Multimodal Learning

Experiences:

2023.06-present, Assistant Professor, Institute of Artificial Intelligence and Future Networks, Beijing Normal University, China
2023.03-2023.05, Research Assistant, Engineering Research Center of Cloud-Edge Intelligent Collaboration on Big Data, Ministry of Education, Beijing Normal University, China
2019.01-2023.02, Ph.D., Department of Computer and Information Science, University of Macau, Macau, China

Teaching:

  1. Literature Reading and Writing (文献阅读与论文写作) 2026 Spring
  2. Frontiers of Deep Learning (深度学习前沿) 2023 Fall, 2024 Fall
  3. Algorithm and Programming with Python (算法与程序设计(Python)) 2024 Spring, 2024 Fall, 2025 Spring, 2026 Spring

Projects:

  1. PI, Natural Science Foundation of China (NSFC), Research on the Key Technology of Robust Multimodal Sentiment Analysis (国家自然科学基金委青年科学基金项目, 面向鲁棒性多模态情感分析关键技术研究), 300K RMB, 2024.01-2026.12
  2. PI, COIOS Artificial Intelligence Technology Co. Technical Project, Development of COIOS Cognitive Neuro-Symbolic Reasoning Base Model (基于神经符号方法的 COIOS 超级认知推理底座模型研发), 2025.05-2026.06, 250K RMB, 2025.06-2026.06
  3. PI, Guangdong Undergraduate Universities Teaching Quality and Reform Project, Exploring Heuristic Learning Based on Multimodal Large Models（广东省本科高校教学质量与教学改革工程项目, 基于多模态大模型的启发式学习探索), jx2024309, 2024.12-2026.12, 30K RMB
  4. PI, Beijing Normal University Education Reform Project, Exploring Heuristic Learning Driven by Multimodal Large Models: A Case Study of Algorithms and Programming (Python) (北京师范大学教学建设与改革项目，多模态大模型驱动下的启发式学习探索-以《算法与程序设计（Python）》为例), jx2024040, 2024.06-2025.06, 20K RMB
  5. PI, Beijing Normal University Teaching Development Project, Research and Practice on Student Classroom Behavior Based on Multimodal Data (北京师范大学教师教学发展基金项目, 基于多模态的学生课堂学习状态研究与实践), 110124201507, 2024.06-2024.12, 10K RMB

Journal Papers (Selected):

  1. Jiandian Zeng, Guangxue Zhang, Yang Li, Jiantao Zhou, Tian Wang, Weijia Jia, Cloud-edge Collaboration for Robust Network Embeddings, ACM Transactions on Internet Technology (TOIT), 2026.03 (CCF B, JCR Q1)
  2. Zihao Peng, Nan Zou, Jiandian Zeng*, Boyuan Li, Shengbo Chen, Tian Wang, Weijia Jia, Dynamic Grouping and Aggregation Weight Optimization for Hierarchical Federated Learning with Quantization, IEEE Transactions on Networking (TON), 2026.02 (CCF A, JCR Q1)
  3. Junjie Liao, Jiandian Zeng*, Binbin Song, Mengting Zhou, Xiaopeng Fan, Tian Wang, Unlocking Explainable and Effective Multimodal Affective Reasoning via Large Language Models, Pattern Recognition (PR), 2026.03 (CCF B, JCR Q1)
  4. Jiandian Zeng, Junjie Liao, Shaochen Sun, Guangxue Zhang, Changfu Xu, Huaijin Liu, Yang Li, Multi-Agent Collaborative Reasoning via Cloud-Edge Framework, IEEE Network, 2026.01 (JCR Q1)
  5. Yang Li, Yusong Xue, Jiandian Zeng*, Danyang Zheng, Li Feng, Huanlai Xing, Collaborative Transformer Inference in Multi-Tier Multi-Node Edge Networks, IEEE Network, 2026.01 (JCR Q1)
  6. Changfu Xu, Jianxiong Guo, Jiandian Zeng, Houming Qiu, Tian Wang, Xiaowen Chu, Jiannong Cao,Enhancing AIGC Service Efficiency with Adaptive Multi-Edge Collaboration in A Distributed System, IEEE Transactions on Services Computing (TSC), 2025.12 (CCF A, JCR Q1)
  7. Changfu Xu, Jianxiong Guo, Yuzhu Liang, Haodong Zou, Jiandian Zeng, Haipeng Dai, Weijia Jia, Jiannong Cao, Tian Wang, Enhancing QoE in Collaborative Edge Systems with Feedback Diffusion Generative Scheduling, IEEE Transactions on Mobile Computing (TMC), 2025.07 (CCF A, JCR Q1)
  8. Guo Li, Jiandian Zeng, Zihao Peng, Yuzhu Liang, Xi Zheng, Tian Wang, E2EC: Edge-to-Edge Collaboration for Efficient Real-Time Video Surveillance Inference, IEEE Transactions on Mobile Computing (TMC), 2025.04 (CCF A, JCR Q1)
  9. Huaijin Liu, Jixiang Du, Yong Zhang, Hongbo Zhang, Jiandian Zeng*, Syn‐Aug: An Effective and General Synchronous Data Augmentation Framework for 3D Object Detection, CAAI Transactions on Intelligence Technology (CAAI TRIT), 2025.04 (JCR Q1)
  10. Huaijin Liu, Jixiang Du, Yong Zhang, Hongbo Zhang, Jiandian Zeng*, MSSA: Multi-Representation Semantics-Augmented Set Abstraction for 3D Object Detection, ACM Transactions on Multimedia Computing, Communications and Applications (TOMM), 2024.10 (CCF B, JCR Q1)
  11. Huaijin Liu, Jixiang Du, Yong Zhang, Hongbo Zhang, Jiandian Zeng, PVConvNet: Pixel-Voxel Sparse Convolution for Multimodal 3D Object Detection, Pattern Recognition (PR), 2024.05 (CCF B, JCR Q1)
  12. Jiandian Zeng, Jiantao Zhou, Caishi Huang, Exploring Semantic Relations for Social Media Sentiment Analysis, IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP), 2023.06 (CCF B, JCR Q1)
  13. Jiandian Zeng, Jiantao Zhou, Tianyi Liu, Robust Multimodal Sentiment Analysis via Tag Encoding of Uncertain Missing Modalities, IEEE Transactions on Multimedia (TMM),2022.09 (CCF A)
  14. Jiandian Zeng, Tianyi Liu, Weijia Jia, Jiantao Zhou, Relation Construction for Aspect-Level Sentiment Classification, Information Sciences, 2022.03 (CCF B, JCR Q1)
  15. Jiandian Zeng, Tianyi Liu, Weijia Jia, Jiantao Zhou, Fine-Grained Question-Answer Sentiment Classification with Hierarchical Graph Attention Network, Neurocomputing, 2021.10 (JCR Q1)
  16. 曾建电, 邹文成, 王田, 大模型浪潮下高校编程教育的风险、反思与改革, 中国教育信息化, Accepted, 2026
  17. 曾建电, 邹文成, 王田, 基于大模型数据增强的课堂行为分析, 教育学刊, 2025.05
  18. 曾建电, 王田, 贾维嘉, 彭绍亮, 王国军, 传感云研究综述, 计算机研究与发展, 2017.05 (T1, F5000)

Conference Papers (Selected):

  1. Zihao Peng, Nan Zou, Jiandian Zeng, Guo Li, Ke Chen, Boyuan Li, Tian Wang, HiLoRA: Hierarchical Low-Rank Adaptation for Personalized Federated Learning, The IEEE/CVF Conference on Computer Vision and Pattern Recognition 2026 (CVPR), accepted, 2026 (CCF A)
  2. Ke Chen†, Jiandian Zeng†, Zihao Peng, Guo Li, Guangxue Zhang, Tian Wang, Matrix as Plan: Structured Logical Reasoning with Feedback-Driven Replanning, The Web Conference 2026 (WWW), accepted, 2026 (CCF A)
  3. Jun Liu, Jiantao Zhou, Jiandian Zeng, Jinyu Tian, Difattack: Query-Efficient Black-Box Adversarial Attack via Disentangled Feature Space, Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2024.03 (CCF A)
  4. Jiandian Zeng, Tianyi Liu, Jiantao Zhou, Tag-assisted Multimodal Sentiment Analysis under Uncertain Missing Modalities, Proceedings of the International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022.07 (CCF A)
  5. Jiandian Zeng, Tianyi Liu, Jiantao Zhou, Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities, Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022.12 (CCF B)
  6. Yongkang Fan, Yuxuan Xu, Jianxiong Guo, Yanzeng Li, Jiandian Zeng*, Enhancing LLM Reasoning via a SLM Supervisor, The 2026 International Conference on Computational Intelligence and Machine Learning (CIML 2026), 2026.01
  7. Xinyi Jin, Wenxiu Xiao, Yuemiao Chen, Lanxue He, Jiandian Zeng*, Efficient and Accurate Inference in Edge-Cloud Framework via Large and Small Model Collaboration, International Conference on Sensor-Cloud and Edge Computing System (SCECS), 2025.04
  8. Jiandian Zeng, Tian Wang, MD Zakirul Alam Bhuiyan, Cooperative Relay Tracking with Multiple Mobile Camera Sensors, Proceedings of the ACM Turing 50th Celebration Conference-China, 2017.05

Alumni:

Undergraduate
Yao Chen (陈瑶), BNU, 2024-present, direct Ph.D. candidate, Beijing Normal University
Xinyi Jin (靳炘依), BNU, 2024-2026, as Master, The University of Hong Kong
Xiucheng Guo (郭修晨) BNU, 2024-2025, as Master, Beijing Normal University
Xuandong Liang (梁炫栋), BNU, 2024-2025, as Master, University of Chinese Academy of Sciences
Diefan Lin (林垤帆), BNU, 2023-2025, as Master, Xi’an Jiaotong University

Reviewer:

IEEE Transactions on Pattern Analysis and Machine Learning (TPAMI)
IEEE Transactions on Information Forensics and Security (TIFS)
ACM Transactions on Information System (TOIS)
IEEE Transactions on Dependable and Secure Computing (TDSC)
IEEE Transactions on Multimedia (TMM)
IEEE Transactions on Affective Computing (TAFFC)
IEEE Transactions on Audio, Speech and Language Processing (TASLP)
IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
IEEE Transactions on Intelligent Transportation Systems (TITS)
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMM)
IEEE Transactions on Industrial Informatics (TII)
SCIENCE CHINA Information Sciences (SCIS)
Pattern Recognition (PR)
IEEE Signal Processing
IEEE/CAA Journal of Automatica Sinica
IEEE Network
Information Sciences
Neurocomputing
ACL, ICML, AAAI, KDD, EMNLP, NAACL, COLING
…