Context-Enhanced Entity and Relation Embedding for Knowledge Graph Completion. - Ziyue Qiao; Zhiyuan Ning 001; Yi Du 010; Yuanchun Zhou (CoRR, 2020)

Context-Enhanced Entity and Relation Embedding for Knowledge Graph Completion (Student Abstract). - Ziyue Qiao; Zhiyuan Ning 001; Yi Du 010; Yuanchun Zhou (AAAI, 2021)

LightCAKE: A Lightweight Framework for Context-Aware Knowledge Graph Embedding. - Zhiyuan Ning 001; Ziyue Qiao; Hao Dong 010; Yi Du 010; Yuanchun Zhou (PAKDD (3), 2021)

RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training. - Ziyue Qiao; Yanjie Fu; Pengyang Wang; Meng Xiao 001; Zhiyuan Ning 001; Yi Du 010; Yuanchun Zhou (CoRR, 2021)

Graph Soft-Contrastive Learning via Neighborhood Ranking. - Zhiyuan Ning 001; Pengfei Wang 008; Pengyang Wang; Ziyue Qiao; Wei Fan 010; Denghui Zhang; Yi Du 010; Yuanchun Zhou (CoRR, 2022)

Resolving the Imbalance Issue in Hierarchical Disciplinary Topic Inference via LLM-based Data Augmentation. - Xunxin Cai; Meng Xiao 001; Zhiyuan Ning 001; Yuanchun Zhou (ICDM, 2023)

Adaptive Path-Memory Network for Temporal Knowledge Graph Reasoning. - Hao Dong 010; Zhiyuan Ning 001; Pengyang Wang; Ziyue Qiao; Pengfei Wang 008; Yuanchun Zhou; Yanjie Fu (IJCAI, 2023)

NEEDED: Introducing Hierarchical Transformer to Eye Diseases Diagnosis. - Xu Ye; Meng Xiao 001; Zhiyuan Ning 001; Weiwei Dai; Wenjuan Cui; Yi Du 010; Yuanchun Zhou (SDM, 2023)

RPT: Toward Transferable Model on Heterogeneous Researcher Data via Pre-Training. - Ziyue Qiao; Yanjie Fu; Pengyang Wang; Meng Xiao 001; Zhiyuan Ning 001; Denghui Zhang; Yi Du 010; Yuanchun Zhou (IEEE Trans. Big Data, 2023)

scCDCG: Efficient Deep Structural Clustering for Single-Cell RNA-Seq via Deep Cut-Informed Graph Embedding. - Ping Xu 003; Zhiyuan Ning 001; Meng Xiao 001; Guihai Feng; Xin Li 247; Yuanchun Zhou; Pengfei Wang 008 (DASFAA (7), 2024)

Deep Frequency Derivative Learning for Non-stationary Time Series Forecasting. - Wei Fan 010; Kun Yi 001; Hangting Ye; Zhiyuan Ning 001; Qi Zhang 020; Ning An 001 (IJCAI, 2024)

FedGCS: A Generative Framework for Efficient Client Selection in Federated Learning via Gradient-based Optimization. - Zhiyuan Ning 001; Chunlin Tian; Meng Xiao 001; Wei Fan 010; Pengyang Wang; Li Li 064; Pengfei Wang 008; Yuanchun Zhou (IJCAI, 2024)

Temporal inductive path neural network for temporal knowledge graph reasoning. - Hao Dong 010; Pengyang Wang; Meng Xiao 001; Zhiyuan Ning 001; Pengfei Wang 008; Yuanchun Zhou (Artif. Intell., 2024)

Enhancing Tabular Data Optimization with a Flexible Graph-based Reinforced Exploration Strategy. - Xiaohan Huang 003; Dongjie Wang; Zhiyuan Ning 001; Ziyue Qiao; Qingqing Long; Haowei Zhu; Min Wu 008; Yuanchun Zhou; Meng Xiao 001 (CoRR, 2024)

A Dual-channel Semi-supervised Learning Framework on Graphs via Knowledge Transfer and Meta-learning. - Ziyue Qiao; Pengyang Wang; Pengfei Wang 008; Zhiyuan Ning 001; Yanjie Fu; Yi Du 010; Yuanchun Zhou; Jianqiang Huang 001; Xian-Sheng Hua 001; Hui Xiong 001 (ACM Trans. Web, 2024)

Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning. - Hao Dong 010; Ziyue Qiao; Zhiyuan Ning 001; Qi Hao 001; Yi Du 010; Pengyang Wang; Yuanchun Zhou (ACL (Findings), 2025)

Distilling Closed-Source LLM's Knowledge for Locally Stable and Economic Biomedical Entity Linking. - Yihao Ai; Zhiyuan Ning 001; Weiwei Dai; Pengfei Wang 008; Yi Du 010; Wenjuan Cui; Kunpeng Liu 001; Yuanchun Zhou (ICIC (25), 2025)

Rethinking Graph Contrastive Learning Through Relative Similarity Preservation. - Zhiyuan Ning 001; Pengfei Wang 008; Ziyue Qiao; Pengyang Wang; Yuanchun Zhou (IJCAI, 2025)

scSiameseClu: A Siamese Clustering Framework for Interpreting Single-cell RNA Sequencing Data. - Ping Xu 003; Zhiyuan Ning 001; Pengjiang Li 001; Wenhao Liu; Pengyang Wang; Jiaxu Cui; Yuanchun Zhou; Pengfei Wang 008 (IJCAI, 2025)

COMAE: COMprehensive Attribute Exploration for Zero-shot Hashing. - Yuqi Li; Qingqing Long; Yihang Zhou; Ran Zhang 008; Zhiyuan Ning 001; Zhihong Zhu; Yuanchun Zhou; Xuezhi Wang 004; Meng Xiao 001 (ICMR, 2025)

Interdisciplinary Fairness in Imbalanced Research Proposal Topic Inference: A Hierarchical Transformer-based Method with Selective Interpolation. - Meng Xiao 001; Min Wu 008; Ziyue Qiao; Yanjie Fu; Zhiyuan Ning 001; Yi Du 010; Yuanchun Zhou (ACM Trans. Knowl. Discov. Data, 2025)

Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization. - Xiaohan Huang 003; Dongjie Wang; Zhiyuan Ning 001; Ziyue Qiao; Qingqing Long; Haowei Zhu; Yi Du 010; Min Wu 008; Yuanchun Zhou; Meng Xiao 001 (CoRR, 2025)

Abduct, Act, Predict: Scaffolding Causal Inference for Automated Failure Attribution in Multi-Agent Systems. - Alva West; Yixuan Weng; Minjun Zhu; Zhen Lin; Zhiyuan Ning 001; Yue Zhang 004 (CoRR, 2025)

Soft graph clustering for single-cell RNA sequencing data. - Ping Xu 003; Pengfei Wang 008; Zhiyuan Ning 001; Meng Xiao 001; Min Wu 008; Yuanchun Zhou (BMC Bioinform., 2025)

Deep cut-informed graph embedding and clustering. - Zhiyuan Ning 001; Zaitian Wang; Ran Zhang 008; Ping Xu 003; Kunpeng Liu 001; Pengyang Wang; Wei Ju 001; Pengfei Wang 008; Yuanchun Zhou; Erik Cambria; Chong Chen 002 (Inf. Fusion, 2026)

AutoFigure-Edit: Generating Editable Scientific Illustration. - Zhen Lin; Qiujie Xie; Minjun Zhu; Shichen Li; Qiyao Sun; Enhao Gu; Yiran Ding; Ke Sun; Fang Guo; Panzhong Lu; Zhiyuan Ning 001; Yixuan Weng; et al. (CoRR, 2026)

Beyond Paper-to-Paper: Structured Profiling and Rubric Scoring for Paper-Reviewer Matching. - Yicheng Pan 009; Zhiyuan Ning 001; Ludi Wang; Yi Du 010 (CoRR, 2026)

DeepReviewer 2.0: A Traceable Agentic System for Auditable Scientific Peer Review. - Yixuan Weng; Minjun Zhu; Qiujie Xie; Zhiyuan Ning 001; Shichen Li; Panzhong Lu; Zhen Lin; Enhao Gu; Qiyao Sun; Yue Zhang 004 (CoRR, 2026)