📝 Publications

Perceive to Hypothesize, Verify to Ground: An Agentic Reasoning Framework for Open-World Geo-Localization
Yutian Jiang^†, Ruijie Li^†, Sisuo Lyu^†, Xixuan Hao, Qingxiang Liu, Yongzi Yu, Yuxuan Liang^*

SpecAct: Speculative Tool Execution for Efficient Multimodal Agents
Shaokun Liu, Yansong Sun, Ruijie Li, Jiarui Tu, Huangxun Chen^*

ReNA: Detecting Contextual Hallucinations in RAG via Reference-Contrast Neuron Atlas
Qirong Guo, Ruijie Li, Weihang Ding, Xiaqiang Tang, Zeyan Li, Sihong Xie^*

MHMDA: “Similarity-Association-Similarity” Metapaths and Heterogeneous-Hyper Network for MiRNA-Disease Association Prediction
Ruijie Li, Qiao Ning^*, Yaomiao Zhao, Shikai Guo, Hui Li

SOC-DGL: Social Interaction Behavior Inspired Dual Graph Learning Framework for Drug-Target Interaction Identification
Xiang Zhao^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo^*, Hui Li, Qian Ma

A HyperGraphMamba-Based Multichannel Adaptive Model for ncRNA Classification
Xin An^†, Ruijie Li^†, Qiao Ning^*, Hui Li, Qian Ma, Shikai Guo

A Multi-view Divergence-Convergence Feature Augmentation Framework for Drug-related Microbes Prediction
Xin An^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo, Hui Li, Qian Ma

Molecular-driven Multi-view Hypergraph Contrastive Learning for Drug-drug Interaction Prediction
Xinyu Li^†, Ruijie Li^†, Qiao Ning^*, Shikai Guo, Hui Li, Qian Ma

Cross Attention and Intra-layer Attention in Heterogeneous Graph Neural Networks for Drug–Target Interaction Prediction
Kuiyang Che, Qiao Ning^*, Ruijie Li, Xirun Wei, Hui Li, Shikai Guo

YOLO-SGC: A Dangerous Driving Behavior Detection Method With Multiscale Spatial-Channel Feature Aggregation
Ruijie Li, Changdong Yu^*, Xiangrong Qin, Xin An, Jinpeng Zhao, Wenhui Chuai, et al.

HydraNet: Momentum-Driven State Space Duality for Multi-Grained Tennis Tournaments Analysis
Ruijie Li, Xiang Zhao, Qiao Ning^*, Shikai Guo

CIRCUITGATE: LOGIC-CONSISTENT CIRCUIT-LEVEL FUNCTIONAL MODELING FOR AND-INVERTER GRAPHS
Qifan Zhang^†, Ruijie Li^†, Qian Ma^*, Fangzhou Zhang, Hui Li, Furui Zhan, Yongpeng Weng, Li-Ying Hao, Shikai Guo

JudgmentLens: Human-AI Sensemaking of Complex Legal Judgments
Xinyi Chen^†, Ruijie Li^†, Yuelu Li, Chen Liang^*

Conditional Polarization Guidance for Camouflaged Object Detection
Qifan Zhang, Hao Wang^*, Xiangrong Qin, Ruijie Li^‡