A dynamic relearning neural network model for time series analysis of online marine data. - Wenqing Li; Wenyan Wang; Xiaoyan Wang; Shixuan Liu; Liang Pei; Fadong Guo (Comput. Geosci., 2014)

A Continuous Space Location Model and a Particle Swarm Optimization-Based Heuristic Algorithm for Maximizing the Allocation of Ocean-Moored Buoys. - Miaomiao Song; Shixuan Liu; Wenqing Li; Shizhe Chen; Wenwen Li 002; Keke Zhang; Dingfeng Yu; Lin Liu 015; Xiaoyan Wang (IEEE Access, 2021)

Development of Capacitive Rain Gauge for Marine Environment. - Hui Chai 004; Shixuan Liu; Xianglong Yang; Xiaozheng Wan; Shizhe Chen; Jiming Zhang; Yushang Wu; Liang Zheng; Qiang Zhao 010 (J. Sensors, 2021)

Distilling Causal Metaknowledge from Knowledge Graphs. - Yuan Meng; Yancheng Dong; Shixuan Liu; Chaohao Yuan; Yue He 001; Jian Pei 001; Peng Cui 001 (IEEE Data Eng. Bull., 2022)

Adversarial domain translation networks for integrating large-scale atlas-level single-cell datasets. - Jia Zhao; Gefei Wang; Jingsi Ming; Zhixiang Lin; Yang Wang; Snigdha Agarwal; Aditi Agrawal; Ahmad Al-Moujahed; Alina Alam; Megan A. Albertelli; Paul Allegakoen; Thomas Ambrosi; et al. (Nat. Comput. Sci., 2022)

icsBERTs: Optimizing Pre-trained Language Models in Intelligent Customer Service. - Shixuan Liu; Chen Peng; Chao Wang; Xiangyan Chen; Shuangyong Song (INNS DLIA@IJCNN, 2023)

Data Augmented Knowledge Graph Completion via Pre-trained Language Models. - Shixuan Liu; Pouya Ghiasnezhad Omran; Kerry Taylor (ISWC (Posters/Demos/Industry), 2023)

Towards Intelligent Training Systems for Customer Service. - Shuangyong Song; Shixuan Liu (SMC, 2023)

Graph-Attention-Based Casual Discovery With Trust Region-Navigated Clipping Policy Optimization. - Shixuan Liu; Yanghe Feng; Keyu Wu 004; Guangquan Cheng; Jincai Huang 001; Zhong Liu 002 (IEEE Trans. Cybern., 2023)

icsPLMs: Exploring Pre-trained Language Models in Intelligent Customer Service (Student Abstract). - Shixuan Liu; Chao Wang; Shuangyong Song (AAAI, 2024)

Solving Combinatorial Optimization Problem Over Graph Through QUBO Transformation and Deep Reinforcement Learning. - Tianle Pu; Chao Chen; Li Zeng; Shixuan Liu; Rui Sun; Changjun Fan (ICDM, 2024)

Graph Pre-training for Reconnaissance Perception in Automated Penetration Testing. - Yunfei Wang; Shixuan Liu; Chao Zhang 008; Wenhao Wang; Jiandong Jin; Cheng Zhu; Changling Zhou (ICIC (3), 2024)

LLM4HIN: Discovering Meta-path with Large Language Model for Reasoning on Complex Heterogeneous Information Networks. - Haoxiang Cheng; Shixuan Liu; Changjun Fan; Kuihua Huang; Hua He; Xianghan Wang; Zhong Liu 002 (iThings/GreenCom/CPSCom/SmartData/Cybermatics, 2024)

Graph-CoRe: Graph Representation Learning with Contrastive Subgraph Replacement. - Jie Kang; Shixuan Liu; Kuihua Huang; Changjun Fan; Hua He; Chao Chen (iThings/GreenCom/CPSCom/SmartData/Cybermatics, 2024)

PentraFormer: Learning Agents for Automated Penetration Testing via Sequence Modeling. - Yunfei Wang; Shixuan Liu; Wenhao Wang; Cheng Zhu; Changjun Fan; Kuihua Huang; Chao Chen (iThings/GreenCom/CPSCom/SmartData/Cybermatics, 2024)

dattri: A Library for Efficient Data Attribution. - Junwei Deng; Ting-Wei Li; Shiyuan Zhang; Shixuan Liu; Yijun Pan; Hao Huang; Xinhe Wang 001; Pingbang Hu; Xingjian Zhang 002; Jiaqi W. Ma (NeurIPS, 2024)

TeleChat Technical Report. - Zihan Wang; Xinzhang Liu; Shixuan Liu; Yitong Yao; Yuyao Huang; Zhongjiang He; Xuelong Li 001; Yongxiang Li; Zhonghao Che; Zhaoxi Zhang; Yan Wang; Xin Wang; et al. (CoRR, 2024)

Map2Text: New Content Generation from Low-Dimensional Visualizations. - Xingjian Zhang 002; Ziyang Xiong; Shixuan Liu; Yutong Xie 007; Tolga Ergen; Dongsub Shim; Hua Xu 001; Honglak Lee; Qiaozhu Mei (CoRR, 2024)

ORAD: a new framework of offline Reinforcement Learning with Q-value regularization. - Longfei Zhang; Yulong Zhang; Shixuan Liu; Li Chen 015; Xingxing Liang; Guangquan Cheng; Zhong Liu 002 (Evol. Intell., 2024)

Inductive Meta-Path Learning for Schema-Complex Heterogeneous Information Networks. - Shixuan Liu; Changjun Fan; Kewei Cheng; Yunfei Wang; Peng Cui 001; Yizhou Sun; Zhong Liu 002 (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Deep unfolding network with Adaptive Sequential Recovery for MRI reconstruction. - Yu Luo 004; Shixuan Liu; Jie Ling 002; Teng Zhou; Yingdan Ji; Shun Yao; Guanghui Yue 001 (Biomed. Signal Process. Control., 2025)

EvoPath: Evolutionary meta-path discovery with large language models for complex heterogeneous information networks. - Shixuan Liu; Haoxiang Cheng; Yunfei Wang; Yue He 001; Changjun Fan; Zhong Liu 002 (Inf. Process. Manag., 2025)

Coherence mode: Characterizing local graph structural information for temporal knowledge graph. - Yuehang Si; Xingchen Hu; Qing Cheng 004; Xinwang Liu 002; Shixuan Liu; Jincai Huang 001 (Inf. Sci., 2025)

A Unified Modeling Framework for Automated Penetration Testing. - Yunfei Wang; Shixuan Liu; Wenhao Wang; Changling Zhou; Chao Zhang 008; Jiandong Jin; Cheng Zhu (CoRR, 2025)

From Captions to Rewards (CAREVL): Leveraging Large Language Model Experts for Enhanced Reward Modeling in Large Vision-Language Models. - Muzhi Dai; Jiashuo Sun; Zhiyuan Zhao 005; Shixuan Liu; Rui Li; Junyu Gao 001; Xuelong Li 001 (CoRR, 2025)

The Expressive Power of Graph Neural Networks: A Survey. - Bingxu Zhang; Changjun Fan; Shixuan Liu; Kuihua Huang; Xiang Zhao 002; Jincai Huang 001; Zhong Liu 002 (IEEE Trans. Knowl. Data Eng., 2025)

Qwen3 Technical Report. - An Yang; Anfeng Li; Baosong Yang; Beichen Zhang; Binyuan Hui; Bo Zheng 007; Bowen Yu 002; Chang Gao; Chengen Huang; Chenxu Lv; Chujie Zheng; Dayiheng Liu; et al. (CoRR, 2025)

Stable Reinforcement Learning for Efficient Reasoning. - Muzhi Dai; Shixuan Liu; Qingyi Si (CoRR, 2025)

Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning. - Shenzhi Wang; Le Yu; Chang Gao; Chujie Zheng; Shixuan Liu; Rui Lu; Kai Dang; Xionghui Chen; Jianxin Yang; Zhenru Zhang; Yuqiong Liu; An Yang; et al. (CoRR, 2025)

Rule Learning for Knowledge Graph Reasoning under Agnostic Distribution Shift. - Shixuan Liu; Yue He 001; Yunfei Wang; Hao Zou 001; Haoxiang Cheng; Wenjing Yang 002; Peng Cui 001; Zhong Liu 002 (CoRR, 2025)

Group Sequence Policy Optimization. - Chujie Zheng; Shixuan Liu; Mingze Li; Xiong-Hui Chen; Bowen Yu 002; Chang Gao; Kai Dang; Yuqiong Liu; Rui Men; An Yang; Jingren Zhou 001; Junyang Lin (CoRR, 2025)

Secure Tug-of-War (SecTOW): Iterative Defense-Attack Training with Reinforcement Learning for Multimodal Model Security. - Muzhi Dai; Shixuan Liu; Zhiyuan Zhao 005; Junyu Gao 001; Hao Sun; Xuelong Li 001 (CoRR, 2025)

Efficient Table Embeddings via Self-Supervised Structural-Semantic Graph Autoencoder. - Jinlong Tian; Shixuan Liu; Ruochun Jin; Mengmeng Li; Yanfang Zhou; Xinhai Xu; Yuhua Tang (Inf. Process. Manag., 2026)