何馨宇｜辽宁师范大学｜学者主页

2026

MCC-ED: a multi-module collaborative framework for event detection via contextual interaction, closed-loop graph fusion, and event contrastive learning

Xinyu He, Yijin Zhu

Applied Intelligence

DOI

2026

Structure-guided representation enhancement for event extraction: aligning event templates with syntactic graphs

Xinyu He, Sifan Xu

The Journal of Supercomputing

DOI

2026

ASP-HR: An Adaptive Spatial Perception and Hierarchical Reasoning mechanism for document-level biomedical relation extraction

Xinyu He, Ying Qu

Journal of Biomedical Informatics

DOI

2026

Protein–protein interaction extraction enhanced by entity semantic representation

Xinyu He, Binhe Li, Xiaolu Xu, Hongbin Lu, Jiatong Chi

Health Information Science and Systems

DOI

2026

High-quality data selection-driven instruction tuning for biomedical large language models

Jieqiong Zheng, Lu Sun, Xinyu He, Ruixia Cao

Journal of Biomedical Informatics

DOI

2025

The more quality information the better: Hierarchical generation of multi-evidence alignment and fusion model for multimodal entity and relation extraction

Xinyu He, Shixin Li, Yuning Zhang, Binhe Li, Sifan Xu, Yuqing Zhou

Information Processing & Management，Vol. 62, No. 1

DOI

2025

A novel few-shot relation extraction approach based on multi-granularity semantic interaction

Xinyu He, Guang-Da Zhao, Shixin Li, Xue Han, Qiangjian Zhuang, Yong-Gong Ren

Soft Computing - A Fusion of Foundations, Methodologies and Applications

DOI

2025

Enhancing multimodal named entity recognition with multi-granularity knowledge distillation

Xinyu He, Shixin Li, Binhe Li

Journal of Supercomputing

DOI

2025

DRGIA: A document-level relation extraction method integrating graph Inference and attention mechanism

Xinyu He, Yujie Tang, Sifan Xu, Xue Han

Intelligent Data Analysis

DOI

2025

Multiomics Data Integration of Lipid Metabolism in Hepatocellular Carcinoma Studies Using Bioinformatics Networks Based on Vertical and Horizontal Comparisons

Xin Huang, Mengjun Li, Yang Zhou, Xinyu He

IEEE Transactions on Computational Biology and Bioinformatics

DOI

2025

Novel network construction algorithm for the study of similarity and differential mechanisms between different clinical treatments: From key metabolites to the related genes for personalized therapy of breast cancer

Xin Huang, Hanjun Cai, Xinyu He, Yong Wang, Yang Zhou

Analytical Biochemistry

DOI

2024

基于混合神经网络和注意力机制的生物医学事件触发词识别方法

任永功，林禹竹，唐玉洁，于博，何馨宇

《电子学报》

2024

融合多尺度CNN和CRF的通用细粒度事件检测

任永功，阎格，何馨宇

《小型微型计算机系统》

2024

Joint Extraction of Biomedical Events Based on Dynamic Path Planning Strategy and Hybrid Neural Network

Xinyu He, Yu-Jie Tang, Bo Yu, Shixin Li, Yong-Gong Ren

IEEE/ACM Transactions on Computational Biology & Bioinformatics

DOI

2024

Relation extraction method based on pre-trained model and bidirectional semantic union

Xinyu He, Ge Yan, Xue Han, Manfei Kan, Yonggong Ren

International Journal of Machine Learning and Cybernetics

DOI

2024

HAGCN: A relation extraction model based on heterogeneous graph convolutional neural network and graph attention

Xinyu He, Manfei Kan, Yonggong Ren

Intelligent Data Analysis

DOI

2024

Text classification method based on dependency parsing and hybrid neural network

Xinyu He, Siyu Liu, Ge Yan, Xueyan Zhang

Intelligent Data Analysis

DOI

2024

Biomedical Event Detection Based on Dependency Analysis and Graph Convolution Network

Xinyu He, Yujie Tang, Xue Han, Yonggong Ren

Communications in computer and information science

DOI

2023

Multi-task Biomedical Overlapping and Nested Information Extraction Model Based on Unified Framework

Xinyu He, Shixin Li, Guang-Da Zhao, Xue Han, Qiangjian Zhuang

Natural Language Processing and Chinese Computing

DOI

2023

Biomedical Event Detection Based on Domain Knowledge Injection and Model Dual Channel Fine-tuning

Xinyu He, Xue Han, Shixin Li, Yong-Gong Ren

IEEE International Conference on Bioinformatics and Biomedicine

DOI

2023

Multiomics characterization of fatty acid metabolism for the clinical management of hepatocellular carcinoma

Xin Huang, Benzhe Su, Mengjun Li, Yang Zhou, Xinyu He

Scientific Reports

DOI

2023

A Hybrid GCN and BiLSTM model for news text classification

Siyu Liu, Xinyu He, Ge Yan, Xueyan Zhang

International Conference on Advanced Electronic Materials, Computers and Software Engineering (AEMCSE)

DOI

2023

Predicting anticancer drug sensitivity on distributed data sources using federated deep learning

Xiaolu Xu, Zitong Qi, Xiumei Han, Aiguo Xu, Zhaohong Geng, Xinyu He, Yonggong Ren, Zhaojun Duo

Heliyon

DOI

2023

General fine-grained event detection based on fusion of multi-information representation and attention mechanism

Xinyu He, Ge Yan, Changfu Si, Yonggong Ren

International Journal of Machine Learning and Cybernetics

DOI

2023

A Review of Biomedical Event Trigger Word Detection

Xueyan Zhang, Xinyu He, Siyu Liu, Yonggong Ren

Communications in computer and information science

DOI

2022

A network-based dynamic criterion for identifying prediction and early diagnosis biomarkers of complex diseases

Xin Huang, Benzhe Su, Xingyu Wang, Yang Zhou, Xinyu He, Bing Liu

Journal of Bioinformatics and Computational Biology

DOI

2022

A biomedical event extraction method based on fine-grained and attention mechanism

Xinyu He, Ping Tai, Hongbin Lu, Xin Huang, Yonggong Ren

BMC Bioinformatics

DOI

2022

Dynamic Network Construction for Identifying Early Warning Signals Based On a Data-Driven Approach: Early Diagnosis Biomarker Discovery for Gastric Cancer

Xin Huang, Benzhe Su, Chenbo Zhu, Xinyu He, Xiaohui Lin

IEEE Transactions on Computational Biology and Bioinformatics

DOI

2022

A Biomedical Trigger Word Identification Method Based on BERT and CRF

Xinyu He, Jiayi Feng, Feiyan Sun, Mengfan Yan, Junjie Qian, Wenqian Dai, Hongyu Wang

Lecture notes in computer science

DOI

2021

A computational strategy for metabolic network construction based on the overlapping ratio: Study of patients’ metabolic responses to different dialysis patterns

Xin Huang, Zeyu Wang, Benzhe Su, Xinyu He, Bing Liu, Baolin Kang

Computational Biology and Chemistry

DOI

2021

A Two-Stage Biomedical Event Trigger Detection Method Based on Hybrid Neural Network and Sentence Embeddings

Xinyu He, Yonggong Ren, Ping Tai, Hui Shi

IEEE Access

DOI

2019

基于文本挖掘的生物事件抽取关键问题研究

何馨宇

《大连理工大学》

2019

The Attention Based BLSTM Model Integrating Sentence Embeddings for Biomedical Event Trigger Identification

Yuxuan Wang, Bo Yu, Hui Shi, Xinyu He, Yonggong Ren

IEEE International Conference on Intelligent Systems and Knowledge Engineering

DOI

2018

结合近邻传播聚类的选择性集成分类方法

孟军，张晶，姜丁菱，何馨宇，李丽双

《计算机研究与发展》

2017

基于双向LSTM和两阶段方法的触发词识别

何馨宇，李丽双

《中文信息学报》

Prompt nest to simple: Step-wise prompting and semantic projection integration framework for biomedical overlapping and nested event extraction

Xinyu He, Shixin Li, Yinghua Qu

Information Processing & Management

DOI

何馨宇

精选作品

期刊论文

MCC-ED: a multi-module collaborative framework for event detection via contextual interaction, closed-loop graph fusion, and event contrastive learning

Structure-guided representation enhancement for event extraction: aligning event templates with syntactic graphs

ASP-HR: An Adaptive Spatial Perception and Hierarchical Reasoning mechanism for document-level biomedical relation extraction

Protein–protein interaction extraction enhanced by entity semantic representation

High-quality data selection-driven instruction tuning for biomedical large language models

The more quality information the better: Hierarchical generation of multi-evidence alignment and fusion model for multimodal entity and relation extraction

A novel few-shot relation extraction approach based on multi-granularity semantic interaction

Enhancing multimodal named entity recognition with multi-granularity knowledge distillation

DRGIA: A document-level relation extraction method integrating graph Inference and attention mechanism

Multiomics Data Integration of Lipid Metabolism in Hepatocellular Carcinoma Studies Using Bioinformatics Networks Based on Vertical and Horizontal Comparisons

Novel network construction algorithm for the study of similarity and differential mechanisms between different clinical treatments: From key metabolites to the related genes for personalized therapy of breast cancer

基于混合神经网络和注意力机制的生物医学事件触发词识别方法

融合多尺度CNN和CRF的通用细粒度事件检测

Joint Extraction of Biomedical Events Based on Dynamic Path Planning Strategy and Hybrid Neural Network

Relation extraction method based on pre-trained model and bidirectional semantic union

HAGCN: A relation extraction model based on heterogeneous graph convolutional neural network and graph attention

Text classification method based on dependency parsing and hybrid neural network

Biomedical Event Detection Based on Dependency Analysis and Graph Convolution Network

Multi-task Biomedical Overlapping and Nested Information Extraction Model Based on Unified Framework

Biomedical Event Detection Based on Domain Knowledge Injection and Model Dual Channel Fine-tuning

Multiomics characterization of fatty acid metabolism for the clinical management of hepatocellular carcinoma

A Hybrid GCN and BiLSTM model for news text classification

Predicting anticancer drug sensitivity on distributed data sources using federated deep learning

General fine-grained event detection based on fusion of multi-information representation and attention mechanism

A Review of Biomedical Event Trigger Word Detection

A network-based dynamic criterion for identifying prediction and early diagnosis biomarkers of complex diseases

A biomedical event extraction method based on fine-grained and attention mechanism

Dynamic Network Construction for Identifying Early Warning Signals Based On a Data-Driven Approach: Early Diagnosis Biomarker Discovery for Gastric Cancer

A Biomedical Trigger Word Identification Method Based on BERT and CRF

A computational strategy for metabolic network construction based on the overlapping ratio: Study of patients’ metabolic responses to different dialysis patterns

A Two-Stage Biomedical Event Trigger Detection Method Based on Hybrid Neural Network and Sentence Embeddings

基于文本挖掘的生物事件抽取关键问题研究

The Attention Based BLSTM Model Integrating Sentence Embeddings for Biomedical Event Trigger Identification

结合近邻传播聚类的选择性集成分类方法

基于双向LSTM和两阶段方法的触发词识别

Prompt nest to simple: Step-wise prompting and semantic projection integration framework for biomedical overlapping and nested event extraction

研究方向