孙松｜重庆师范大学｜学者主页

2026

Trustworthy Agentic Federated Learning for Multi-Level Data Imbalance in Intelligent Edge Networks

Xiao-Han Yuan, Jin-Lu Xiong, Ya-Heng Wang, Song Sun, Chuan Sun

IEEE Transactions on Network Science and Engineering

DOI

2026

BidMatch: Boosting Semi-Supervised Learning by Bi-Dimensional Sample Weight Guidance

Xianling Yang, Zhiwen Yu, Song Sun, Kai-Xiang Yang

AAAI Conference on Artificial Intelligence

DOI

2026

DMRL: Document-Mediated Reinforcement Learning for Skill Optimization in Advertising Recommendation

Wei Zhang, Hong-Ji Li, Song Sun, Peng Yu, Xue-Wei Yang, Lei Zhao, Peng Jiang

2026

MEDS-Net: Meta-Evidential Dual-Stream Network for Multimodal Few-Shot Driver Fatigue Detection

Yuankang Fu, Xinrong Gong, Kai-Xiang Yang, Song Sun, Tong Zhang, C. L. Philip Chen

IEEE Transactions on Computational Social Systems

DOI

2026

Domain-adaptive probabilistic broad learning with evidence fusion for multimodal biomedical vigilance estimation

Song Sun, Le-Le Wang, Kai-Xiang Yang, Xin-Rong Gong, Yang Merik Liu

Pattern Recognition

DOI

2025

LLM40FD: Unlocking the Potential of LLM for Anonymous Zero-Shot Fraud Detection

Kai-Xiang Yang, Zhijie Zhong, Song Sun, Zhiwen Yu, C. L. Philip Chen, Tong Zhang

IEEE Transactions on Computational Social Systems

DOI

2025

HumanMoD: A multi-RAG collaborative LLM for inclusive urban public healthcare services

Song Sun, Zhijie Zhong, Nanlan Yu, Xin-Rong Gong, Kai-Xiang Yang

Applied Soft Computing

DOI

2025

Contrastive Federated Learning for Non-IID and Imbalanced Data in Computational Social Systems

Kai-Xiang Yang, Huijun Chen, Wuxing Chen, Chien-Ming Chen, Song Sun, Saru Kumari, Cheng Qiao

IEEE Transactions on Computational Social Systems

DOI

2025

HIA-Net: Hierarchical Interactive Alignment Network for Multimodal Few-Shot Emotion Recognition

Yu Fu, Kai-Xiang Yang, Song Sun, Xin-Rong Gong, Huanqiang Zeng

IEEE Signal Processing Letters

DOI

2025

Adaptive Compressed-Based Privacy-Preserving Large Language Model for Sensitive Healthcare

Xin-Rong Gong, Jia-Ran Gao, Song Sun, Zhijie Zhong, Yifan Shi, Huanqiang Zeng, Kai-Xiang Yang

IEEE journal of biomedical and health informatics

DOI

2025

Dynamic Freight Order Allocation Optimization Under Carbon Tax Constraints in SAGIN: Multi‐Objective Optimization and Sustainability Assessment

Bin-Yan Liu, Peijun Xu, Song Sun, Changbing Jiang, Kai-Xiang Yang

Transactions on Emerging Telecommunications Technologies

DOI

2025

Crashing Fault Residence Prediction Using a Hybrid Feature Selection Framework from Multi-Source Data

Xiao Liu, Xian-Mei Fang, Song Sun, Yangchun Gao, Dan Yang, Meng Yan

Applied Sciences

DOI

2025

Tab: template-aware bug report title generation via two-phase fine-tuned models

Xiao Liu, Yin-Kang Xu, Wei-Feng Sun, Naiqi Huang, Song Sun, Qiang Li, Dan Yang, Meng Yan

International Conference on Automated Software Engineering

DOI

2025

AMDCnet: attention-gate-based multi-scale decomposition and collaboration network for long-term time series forecasting

Shikang Hou, Song Sun, Tao Yin, Zhibin Zhang, Meng Yan

Frontiers Artif. Intell.

DOI

2025

DeepVec: State-Vector Aware Test Case Selection for Enhancing Recurrent Neural Network

Zhonghao Jiang, Meng Yan, Li Huang, Wei-Feng Sun, Chao Liu, Song Sun, David Lo

IEEE Transactions on Software Engineering

DOI

2024

A Security Trade-Off Scheme of Anomaly Detection System in IoT to Defend against Data-Tampering Attacks

Bing Liu, Zhe Zhang, Shengrong Hu, Song Sun, Dapeng Liu, Zhenyu Qiu

Computers, materials & continua/Computers, materials & continua (Print)

DOI

2024

Enhancing Unsupervised Anomaly Detection in Multivariate Time Series with Variational Autoencoders and Multiresolution LSTM

Song Sun, Yan Zhou, Suyan Yao, Jingbing Xu

Lecture notes in computer science

DOI

2024

Dynamic instance-aware layer-bit-select network on human activity recognition using wearable sensors

Nanfu Ye, Lei Zhang, Dongzhou Cheng, Can Bu, Song Sun, Hao Wu, Ai-Guo Song

Engineering applications of artificial intelligence

DOI

2024

Ensemble Multi-Kernel Broad Learning System for Disease Diagnosis

Fan Yun, Zhiwen Yu, Kai-Xiang Yang, Ziwei Fan, Song Sun, Jianming Lv

2024 IEEE International Conference on Medical Artificial Intelligence (MedAI)

DOI

2017

Revisiting the Correlation Between Alerts and Software Defects: A Case Study on MyFaces, Camel, and CXF

Meng Yan, Xiao-Hong Zhang, Ling Xu, Haibo Hu, Song Sun, Xin Xia

Annual International Computer Software and Applications Conference

DOI

孙松

精选作品

期刊论文

Trustworthy Agentic Federated Learning for Multi-Level Data Imbalance in Intelligent Edge Networks

BidMatch: Boosting Semi-Supervised Learning by Bi-Dimensional Sample Weight Guidance

DMRL: Document-Mediated Reinforcement Learning for Skill Optimization in Advertising Recommendation

MEDS-Net: Meta-Evidential Dual-Stream Network for Multimodal Few-Shot Driver Fatigue Detection

Domain-adaptive probabilistic broad learning with evidence fusion for multimodal biomedical vigilance estimation

LLM40FD: Unlocking the Potential of LLM for Anonymous Zero-Shot Fraud Detection

HumanMoD: A multi-RAG collaborative LLM for inclusive urban public healthcare services

Contrastive Federated Learning for Non-IID and Imbalanced Data in Computational Social Systems

HIA-Net: Hierarchical Interactive Alignment Network for Multimodal Few-Shot Emotion Recognition

Adaptive Compressed-Based Privacy-Preserving Large Language Model for Sensitive Healthcare

Dynamic Freight Order Allocation Optimization Under Carbon Tax Constraints in SAGIN: Multi‐Objective Optimization and Sustainability Assessment

Crashing Fault Residence Prediction Using a Hybrid Feature Selection Framework from Multi-Source Data

Tab: template-aware bug report title generation via two-phase fine-tuned models

AMDCnet: attention-gate-based multi-scale decomposition and collaboration network for long-term time series forecasting

DeepVec: State-Vector Aware Test Case Selection for Enhancing Recurrent Neural Network

A Security Trade-Off Scheme of Anomaly Detection System in IoT to Defend against Data-Tampering Attacks

Enhancing Unsupervised Anomaly Detection in Multivariate Time Series with Variational Autoencoders and Multiresolution LSTM

Dynamic instance-aware layer-bit-select network on human activity recognition using wearable sensors

Ensemble Multi-Kernel Broad Learning System for Disease Diagnosis

Revisiting the Correlation Between Alerts and Software Defects: A Case Study on MyFaces, Camel, and CXF

研究方向