刘慧｜上海对外经贸大学｜学者主页

期刊论文

2026

基于谱嵌入相似度的多层对比多视图聚类

任晓阳，林毓秀，于晓，刘慧

《计算机研究与发展》

2025

PEAR: Planner-Executor Agent Robustness Benchmark

Shen Dong, Mingxuan Zhang, Peng-Fei He, Li Ma, B. Thuraisingham, Hui Liu, Yue Xing

Conference of the European Chapter of the Association for Computational Linguistics

DOI

2025

Red-Teaming LLM Multi-Agent Systems via Communication Attacks

Peng-Fei He, Yu-Ping Lin, Shen Dong, Han Xu, Yue Xing, Hui Liu

Annual Meeting of the Association for Computational Linguistics

DOI

2025

Memory Injection Attacks on LLM Agents via Query-Only Interaction

Shen Dong, Shao-Chen Xu, Peng-Fei He, Yi-Ge Li, Ji-Liang Tang, Tian-Ming Liu, Hui Liu, Zhen Xiang

Neural Information Processing Systems

DOI

2025

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Sheng-Lai Zeng, Peng-Fei He, Kai Guo, Tianqi Zheng, Han-Qing Lu, Yue Xing, Hui Liu

Annual Meeting of the Association for Computational Linguistics

DOI

2025

Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS

Peng-Fei He, Yue Xing, Shen Dong, Juanhui Li, Zhen-Wei Dai, Xian-Feng Tang, Hui Liu, Han Xu, Zhen Xiang, Charu C. Aggarwal, Hui Liu

arXiv.org

DOI

2025

面向多模态预训练的子图匹配式对比学习方法研究

陈公冠，刘慧，李恒泰，郭强，张彩明

《计算机学报》

2023

Baichuan 2: Open Large-scale Language Models

Ai-Min Yang, Bin Xiao, Bingning Wang, Bo-Rong Zhang, Ce Bian, Chao Yin, Chenxu Lv, Da Pan, Dian Wang, Dong Yan, Fan Yang, Fei Deng, Feng Wang, Feng Liu, Guangwei Ai, Guosheng Dong, Hai Zhao, Hang Xu, Hao-Lun Sun, Hongda Zhang, Hui Liu, Jia-Ming Ji, Jian Xie, Jun-Tao Dai, Kuncheng Fang, Lei Su, Liang Song, Li-Feng Liu, Liyun Ru, Luyao Ma, Mang Wang, Mickel Liu, Mingan Lin, Nuolan Nie, Pei Guo, Ruiyang Sun, Zhang Tao, Tian-Peng Li, Tian-Yu Li, Wei Cheng, Weipeng Chen, Xiangrong Zeng, Xiaochuan Wang, Xiao-Xin Chen, Xin Men, Xing Yu, Xuehai Pan, Yan-Bin Shen, Yi-Ding Wang, Yiyun Li, Youxin Jiang, Yu-Chen Gao, Yupeng Zhang, Zenan Zhou, Zhiying Wu

arXiv.org

DOI

2023

How to Extract and Interact? Nested Siamese Text Matching with Interaction and Extraction

Jianxiang Zang, Hui Liu

Lecture notes in computer science

DOI

2022

一致性引导的自适应加权多视图聚类

于晓，刘慧，林毓秀，张彩明

《计算机研究与发展》

2017

Geometric analysis of concept vectors based on similarity values

Hui Liu, Jianyong Duan

Lingua Sinica

DOI

2010

Computing Semantic Relatedness between Named Entities Using Wikipedia

Hui Liu, Yuquan Chen

DOI

2009

词汇间语义相关关系量化计算方法

钟茂生，刘慧，刘磊

《中文信息学报》

2009

Example-Based Query Analysis Using Functional Conceptual Graphs

Hui Liu, Yuquan Chen

Lecture notes in computer science

DOI

2008

基于两阶段分类的口语理解方法

吴尉林，陆汝占，段建勇，刘慧，高峰，陈玉泉

《计算机研究与发展》

预印本

2024

Modeling Selective Feature Attention for Representation-based Siamese Text Matching

Jianxiang Zang, Hui Liu

arXiv (Cornell University)

DOI

书籍章节

2023

Improving Text Semantic Similarity Modeling Through a 3D Siamese Network

Jianxiang Zang, Hui Liu

Frontiers in artificial intelligence and applications

DOI

刘慧

精选作品

期刊论文

基于谱嵌入相似度的多层对比多视图聚类

PEAR: Planner-Executor Agent Robustness Benchmark

Red-Teaming LLM Multi-Agent Systems via Communication Attacks

Memory Injection Attacks on LLM Agents via Query-Only Interaction

Towards Context-Robust LLMs: A Gated Representation Fine-tuning Approach

Comprehensive Vulnerability Analysis is Necessary for Trustworthy LLM-MAS

面向多模态预训练的子图匹配式对比学习方法研究

Baichuan 2: Open Large-scale Language Models

How to Extract and Interact? Nested Siamese Text Matching with Interaction and Extraction

一致性引导的自适应加权多视图聚类

Geometric analysis of concept vectors based on similarity values

Computing Semantic Relatedness between Named Entities Using Wikipedia

词汇间语义相关关系量化计算方法

Example-Based Query Analysis Using Functional Conceptual Graphs

基于两阶段分类的口语理解方法

预印本

Modeling Selective Feature Attention for Representation-based Siamese Text Matching

书籍章节

Improving Text Semantic Similarity Modeling Through a 3D Siamese Network

研究方向