| 2026 | AAAI | Breaking Model Lock-in: Cost-Efficient Zero-Shot LLM Routing via a Universal Latent Space. | Cheng Yan, Wuyang Zhang, Zhiyuan Ning, Fan Xu, Ziyang Tao, Lu Zhang, Bing Yin, Yanyong Zhang |
| 2026 | ACL | Graph-GRPO: Stabilizing Multi-Agent Topology Learning via Group Relative Policy Optimization. | Yueyang Cang, Xiaoteng Zhang, Erlu Zhao, Zehua Ji, Yuhang Liu, Yuchen He, Zhiyuan Ning, Chen Yijun, Wenge Que, Li Shi |
| 2026 | ACL | AutoFigure-Edit: Generating Editable Scientific Illustrations via Reference-Guided Styling. | Zhen Lin, Qiujie Xie, Minjun Zhu, Shichen Li, Qiyao Sun, Enhao Gu, Yiran Ding, Ke Sun, Fang Guo, Panzhong Lu, Zhiyuan Ning, Yixuan Weng, Yue Zhang |
| 2026 | WWW | SuperEar: Eavesdropping on Mobile Voice Calls via Stealthy Acoustic Metamaterials. | Zhiyuan Ning, Zhanyong Tang, Juan He, Weizhi Meng, Yuntian Chen, Jie Zhang, Zheng Wang |
| 2025 | ACL | Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning. | Hao Dong, Ziyue Qiao, Zhiyuan Ning, Qi Hao, Yi Du, Pengyang Wang, Yuanchun Zhou |
| 2025 | IJCAI | Rethinking Graph Contrastive Learning Through Relative Similarity Preservation. | Zhiyuan Ning, Pengfei Wang, Ziyue Qiao, Pengyang Wang, Yuanchun Zhou |
| 2025 | IJCAI | scSiameseClu: A Siamese Clustering Framework for Interpreting Single-cell RNA Sequencing Data. | Ping Xu, Zhiyuan Ning, Pengjiang Li, Wenhao Liu, Pengyang Wang, Jiaxu Cui, Yuanchun Zhou, Pengfei Wang |
| 2025 | MOBICOM | MetaGuardian: Enhancing Voice Assistant Security through Advanced Acoustic Metamaterials. | Zhiyuan Ning, Zheng Wang, Zhanyong Tang |
| 2024 | DASFAA | scCDCG: Efficient Deep Structural Clustering for Single-Cell RNA-Seq via Deep Cut-Informed Graph Embedding. | Ping Xu, Zhiyuan Ning, Meng Xiao, Guihai Feng, Xin Li, Yuanchun Zhou, Pengfei Wang |
| 2024 | IJCAI | Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting. | Wei Fan, Kun Yi, Hangting Ye, Zhiyuan Ning, Qi Zhang, Ning An |
| 2024 | IJCAI | FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization. | Zhiyuan Ning, Chunlin Tian, Meng Xiao, Wei Fan, Pengyang Wang, Li Li, Pengfei Wang, Yuanchun Zhou |
| 2024 | MICCAI | A Multi-information Dual-Layer Cross-Attention Model for Esophageal Fistula Prognosis. | Jianqiao Zhang, Hao Xiong, Qiangguo Jin, Tian Feng, Jiquan Ma, Ping Xuan, Peng Cheng, Zhiyuan Ning, Zhiyu Ning, Changyang Li, Linlin Wang, Hui Cui |
| 2023 | ICDM | Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation. | Xunxin Cai, Meng Xiao, Zhiyuan Ning, Yuanchun Zhou |
| 2023 | ICDM | Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation. | Xunxin Cai, Meng Xiao, Zhiyuan Ning, Yuanchun Zhou |
| 2023 | IJCAI | Adaptive Path-Memory Network for Temporal Knowledge Graph Reasoning. | Hao Dong, Zhiyuan Ning, Pengyang Wang, Ziyue Qiao, Pengfei Wang, Yuanchun Zhou, Yanjie Fu |
| 2023 | SDM | NEEDED: Introducing Hierarchical Transformer to Eye Diseases Diagnosis. | Xu Ye, Meng Xiao, Zhiyuan Ning, Weiwei Dai, Wenjuan Cui, Yi Du, Yuanchun Zhou |
| 2021 | AAAI | Context-Enhanced Entity and Relation Embedding for Knowledge Graph Completion (Student Abstract). | Ziyue Qiao, Zhiyuan Ning, Yi Du, Yuanchun Zhou |
| 2021 | PAKDD | LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding. | Zhiyuan Ning, Ziyue Qiao, Hao Dong, Yi Du, Yuanchun Zhou |