Large-Scale Real-Time Semantic Processing Framework for Internet of Things. - Xi Chen 003; Huajun Chen; Ningyu Zhang 001; Jue Huang; Wen Zhang 015 (Int. J. Distributed Sens. Networks, 2015)

Knowledge Graph Embedding with Diversity of Structures. - Wen Zhang 015 (WWW (Companion Volume), 2017)

Label-Free Distant Supervision for Relation Extraction via Knowledge Graph Embedding. - Guanying Wang; Wen Zhang 015; Ruoxu Wang; Yalin Zhou; Xi Chen 003; Wei Zhang 127; Hai Zhu; Huajun Chen (EMNLP, 2018)

ProjR: Embedding Structure Diversity for Knowledge Graph Completion. - Wen Zhang 015; Juan Li 010; Huajun Chen (NLPCC (1), 2018)

Aligning Knowledge Base and Document Embedding Models Using Regularized Multi-Task Learning. - Matthias Baumgartner; Wen Zhang 015; Bibek Paudel; Daniele Dell'Aglio; Huajun Chen; Abraham Bernstein (ISWC (1), 2018)

Incorporating Domain and Range of Relations for Knowledge Graph Completion. - Juan Li 010; Wen Zhang 015; Huajun Chen (CCKS, 2019)

Meta Relational Learning for Few-Shot Link Prediction in Knowledge Graphs. - Mingyang Chen; Wen Zhang 015; Wei Zhang 127; Qiang Chen; Huajun Chen (EMNLP/IJCNLP (1), 2019)

XTransE: Explainable Knowledge Graph Embedding for Link Prediction with Lifestyles in e-Commerce. - Wen Zhang 015; Shumin Deng; Han Wang; Qiang Chen; Wei Zhang 127; Huajun Chen (JIST (2), 2019)

Interaction Embeddings for Prediction and Explanation in Knowledge Graphs. - Wen Zhang 015; Bibek Paudel; Wei Zhang 127; Abraham Bernstein; Huajun Chen (WSDM, 2019)

Knowledge-Driven Stock Trend Prediction and Explanation via Temporal Convolutional Network. - Shumin Deng; Ningyu Zhang 001; Wen Zhang 015; Jiaoyan Chen 001; Jeff Z. Pan; Huajun Chen (WWW (Companion Volume), 2019)

Iteratively Learning Embeddings and Rules for Knowledge Graph Reasoning. - Wen Zhang 015; Bibek Paudel; Liang Wang; Jiaoyan Chen 001; Hai Zhu; Wei Zhang 127; Abraham Bernstein; Huajun Chen (WWW, 2019)

Logic-guided Semantic Representation Learning for Zero-Shot Relation Classification. - Juan Li 010; Ruoxu Wang; Ningyu Zhang 001; Wen Zhang 015; Fan Yang 087; Huajun Chen (COLING, 2020)

Neural Entity Summarization with Joint Encoding and Weak Supervision. - Junyou Li; Gong Cheng 001; Qingxia Liu; Wen Zhang 015; Evgeny Kharlamov; Kalpa Gunaratna; Huajun Chen (IJCAI, 2020)

DistilE: Distiling Knowledge Graph Embeddings for Faster and Cheaper Reasoning. - Yushan Zhu; Wen Zhang 015; Hui Chen 018; Xu Cheng; Wei Zhang 127; Huajun Chen (CoRR, 2020)

Improving Conversational Recommender System by Pretraining Billion-scale Knowledge Graph. - Chi-Man Wong; Fan Feng; Wen Zhang 015; Chi-Man Vong; Hui Chen 018; Yichi Zhang 009; Peng He; Huan Chen; Kun Zhao; Huajun Chen (ICDE, 2021)

Billion-scale Pre-trained E-commerce Product Knowledge Graph Model. - Wen Zhang 015; Chi Man Wong; Ganqiang Ye; Bo Wen; Wei Zhang 127; Huajun Chen (ICDE, 2021)

FedE: Embedding Knowledge Graphs in Federated Setting. - Mingyang Chen; Wen Zhang 015; Zonggang Yuan; Yantao Jia; Huajun Chen (IJCKG, 2021)

Improving Knowledge Graph Representation Learning by Structure Contextual Pre-training. - Ganqiang Ye; Wen Zhang 015; Zhen Bi; Chi Man Wong; Hui Chen 018; Huajun Chen (IJCKG, 2021)

Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules. - Wen Zhang 015; Shumin Deng; Mingyang Chen; Liang Wang; Qiang Chen; Feiyu Xiong; Xiangwen Liu; Huajun Chen (IJCKG, 2021)

Knowledge Perceived Multi-modal Pretraining in E-commerce. - Yushan Zhu; Huaixiao Zhao; Wen Zhang 015; Ganqiang Ye; Hui Chen 018; Ningyu Zhang 001; Huajun Chen (ACM Multimedia, 2021)

Improving Conversational Recommendation System by Pretraining on Billions Scale of Knowledge Graph. - Chiman Wong; Fan Feng; Wen Zhang 015; Chi-Man Vong; Hui Chen 018; Yichi Zhang 010; Peng He; Huan Chen; Kun Zhao; Huajun Chen (CoRR, 2021)

Knowledge Perceived Multi-modal Pretraining in E-commerce. - Yushan Zhu; Huaixiao Tou; Wen Zhang 015; Ganqiang Ye; Hui Chen 018; Ningyu Zhang 001; Huajun Chen (CoRR, 2021)

3D-Transformer: Molecular Representation with Transformer in 3D Space. - Fang Wu 002; Qiang Zhang 026; Dragomir R. Radev; Jiyu Cui; Wen Zhang 015; Huabin Xing; Ningyu Zhang 001; Huajun Chen (CoRR, 2021)

Standing on the Shoulders of Predecessors: Meta-Knowledge Transfer for Knowledge Graphs. - Mingyang Chen; Wen Zhang 015; Yushan Zhu; Hongting Zhou; Zonggang Yuan; Changliang Xu; Huajun Chen (CoRR, 2021)

Low-resource Learning with Knowledge Graphs: A Comprehensive Survey. - Jiaoyan Chen 001; Yuxia Geng; Zhuo Chen 007; Jeff Z. Pan; Yuan He 008; Wen Zhang 015; Ian Horrocks 001; Huajun Chen (CoRR, 2021)

Molecular Contrastive Learning with Chemical Element Knowledge Graph. - Yin Fang; Qiang Zhang 026; Haihong Yang; Xiang Zhuang; Shumin Deng; Wen Zhang 015; Ming Qin; Zhuo Chen 007; Xiaohui Fan; Huajun Chen (AAAI, 2022)

Ruleformer: Context-aware Rule Mining over Knowledge Graph. - Zezhong Xu; Peng Ye 007; Hui Chen 018; Meng Zhao; Huajun Chen; Wen Zhang 015 (COLING, 2022)

Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting. - Mingyang Chen; Wen Zhang 015; Zhen Yao 001; Xiangnan Chen; Mengxiao Ding; Fei Huang 002; Huajun Chen (IJCAI, 2022)

LaKo: Knowledge-driven Visual Question Answering via Late Knowledge-to-Text Injection. - Zhuo Chen 007; Yufeng Huang; Jiaoyan Chen 001; Yuxia Geng; Yin Fang; Jeff Z. Pan; Ningyu Zhang 001; Wen Zhang 015 (IJCKG, 2022)

Disentangled Ontology Embedding for Zero-shot Learning. - Yuxia Geng; Jiaoyan Chen 001; Wen Zhang 015; Yajing Xu; Zhuo Chen 007; Jeff Z. Pan; Yufeng Huang; Feiyu Xiong; Huajun Chen (KDD, 2022)

Neural-Symbolic Entangled Framework for Complex Query Answering. - Zezhong Xu; Wen Zhang 015; Peng Ye 007; Hui Chen 018; Huajun Chen (NeurIPS, 2022)

Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding. - Mingyang Chen; Wen Zhang 015; Yushan Zhu; Hongting Zhou; Zonggang Yuan; Changliang Xu; Huajun Chen (SIGIR, 2022)

NeuralKG: An Open Source Library for Diverse Representation Learning of Knowledge Graphs. - Wen Zhang 015; Xiangnan Chen; Zhen Yao 001; Mingyang Chen; Yushan Zhu; Hongtao Yu; Yufeng Huang; Yajing Xu; Ningyu Zhang 001; Zezhong Xu; Zonggang Yuan; Feiyu Xiong; et al. (SIGIR, 2022)

DualDE: Dually Distilling Knowledge Graph Embedding for Faster and Cheaper Reasoning. - Yushan Zhu; Wen Zhang 015; Mingyang Chen; Hui Chen 018; Xu Cheng; Wei Zhang 127; Huajun Chen (WSDM, 2022)

DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population. - Ningyu Zhang 001; Xin Xu 010; Liankuan Tao; Haiyang Yu 003; Hongbin Ye; Xin Xie 006; Xiang Chen 016; Zhoubo Li; Lei Li 040; Xiaozhuan Liang; Yunzhi Yao; Shumin Deng; et al. (CoRR, 2022)

PKGM: A Pre-trained Knowledge Graph Model for E-commerce Application. - Wen Zhang 015; Chi-Man Wong; Ganqiang Ye; Bo Wen; Hongting Zhou; Wei Zhang 127; Huajun Chen (CoRR, 2022)

DUET: Cross-modal Semantic Grounding for Contrastive Zero-shot Learning. - Zhuo Chen 007; Yufeng Huang; Jiaoyan Chen 001; Yuxia Geng; Wen Zhang 015; Yin Fang; Jeff Z. Pan; Wenting Song; Huajun Chen (CoRR, 2022)

Aspect-based Sentiment Classification with Sequential Cross-modal Semantic Graph. - Yufeng Huang; Zhuo Chen 007; Wen Zhang 015; Jiaoyan Chen 001; Jeff Z. Pan; Zhen Yao 001; Yujie Xie; Huajun Chen (CoRR, 2022)

Ruleformer: Context-aware Differentiable Rule Mining over Knowledge Graph. - Zezhong Xu; Peng Ye 007; Hui Chen 018; Meng Zhao; Huajun Chen; Wen Zhang 015 (CoRR, 2022)

Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling. - Yichi Zhang 009; Wen Zhang 015 (CoRR, 2022)

Tele-Knowledge Pre-training for Fault Analysis. - Zhuo Chen 007; Wen Zhang 015; Yufeng Huang; Mingyang Chen; Yuxia Geng; Hongtao Yu; Zhen Bi; Yichi Zhang 009; Zhen Yao 001; Wenting Song; Xinliang Wu; Yi Yang; et al. (CoRR, 2022)

MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid. - Zhuo Chen 007; Jiaoyan Chen 001; Wen Zhang 015; Lingbing Guo; Yin Fang; Yufeng Huang; Yuxia Geng; Jeff Z. Pan; Wenting Song; Huajun Chen (CoRR, 2022)

Federated knowledge graph completion via embedding-contrastive learning. - Mingyang Chen; Wen Zhang 015; Zonggang Yuan; Yantao Jia; Huajun Chen (Knowl. Based Syst., 2022)

DUET: Cross-Modal Semantic Grounding for Contrastive Zero-Shot Learning. - Zhuo Chen 007; Yufeng Huang; Jiaoyan Chen 001; Yuxia Geng; Wen Zhang 015; Yin Fang; Jeff Z. Pan; Huajun Chen (AAAI, 2023)

Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph Embedding. - Mingyang Chen; Wen Zhang 015; Zhen Yao 001; Yushan Zhu; Yang Gao; Jeff Z. Pan; Huajun Chen (AAAI, 2023)

Analogical Inference Enhanced Knowledge Graph Embedding. - Zhen Yao 001; Wen Zhang 015; Mingyang Chen; Yufeng Huang; Yi Yang; Huajun Chen (AAAI, 2023)

Target-Oriented Sentiment Classification with Sequential Cross-Modal Semantic Graph. - Yufeng Huang; Zhuo Chen 007; Jiaoyan Chen 001; Jeff Z. Pan; Zhen Yao 001; Wen Zhang 015 (ICANN (4), 2023)

Tele-Knowledge Pre-training for Fault Analysis. - Zhuo Chen 007; Wen Zhang 015; Yufeng Huang; Mingyang Chen; Yuxia Geng; Hongtao Yu; Zhen Bi; Yichi Zhang 009; Zhen Yao 001; Wenting Song; Xinliang Wu; Yi Yang; et al. (ICDE, 2023)

Relational Message Passing for Fully Inductive Knowledge Graph Completion. - Yuxia Geng; Jiaoyan Chen 001; Jeff Z. Pan; Mingyang Chen; Song Jiang; Wen Zhang 015; Huajun Chen (ICDE, 2023)

Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs. - Mingyang Chen; Wen Zhang 015; Yuxia Geng; Zezhong Xu; Jeff Z. Pan; Huajun Chen (IJCAI, 2023)

Modality-Aware Negative Sampling for Multi-modal Knowledge Graph Embedding. - Yichi Zhang 009; Mingyang Chen; Wen Zhang 015 (IJCNN, 2023)

MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality Hybrid. - Zhuo Chen 007; Jiaoyan Chen 001; Wen Zhang 015; Lingbing Guo; Yin Fang; Yufeng Huang; Yichi Zhang 009; Yuxia Geng; Jeff Z. Pan; Wenting Song; Huajun Chen (ACM Multimedia, 2023)

MACO: A Modality Adversarial and Contrastive Framework for Modality-Missing Multi-modal Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Wen Zhang 015 (NLPCC (1), 2023)

Rethinking Uncertainly Missing and Ambiguous Visual Modality in Multi-Modal Entity Alignment. - Zhuo Chen 007; Lingbing Guo; Yin Fang; Yichi Zhang 009; Jiaoyan Chen 001; Jeff Z. Pan; Yangning Li; Huajun Chen; Wen Zhang 015 (ISWC, 2023)

Negative Sampling with Adaptive Denoising Mixup for Knowledge Graph Embedding. - Xiangnan Chen; Wen Zhang 015; Zhen Yao 001; Mingyang Chen; Siliang Tang (ISWC, 2023)

A Comprehensive Study on Knowledge Graph Embedding over Relational Patterns Based on Rule Learning. - Long Jin; Zhen Yao 001; Mingyang Chen; Huajun Chen; Wen Zhang 015 (ISWC, 2023)

NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation Learning. - Wen Zhang 015; Zhen Yao 001; Mingyang Chen; Zhiwei Huang; Huajun Chen (SIGIR, 2023)

Structure Pretraining and Prompt Tuning for Knowledge Graph Transfer. - Wen Zhang 015; Yushan Zhu; Mingyang Chen; Yuxia Geng; Yufeng Huang; Yajing Xu; Wenting Song; Huajun Chen (WWW, 2023)

Structure-CLIP: Enhance Multi-modal Language Representations with Structure Knowledge. - Yufeng Huang; Jiji Tang; Zhuo Chen 007; Rongsheng Zhang; Xinfeng Zhang; Weijie Chen; Zeng Zhao; Tangjie Lv; Zhipeng Hu; Wen Zhang 015 (CoRR, 2023)

CausE: Towards Causal Knowledge Graph Embedding. - Yichi Zhang 009; Wen Zhang 015 (CoRR, 2023)

Making Large Language Models Perform Better in Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Wen Zhang 015; Huajun Chen (CoRR, 2023)

Reliable Academic Conference Question Answering: A Study Based on Large Language Model. - Zhiwei Huang; Long Jin; Junjie Wang; Mingchen Tu; Yin Hua; Zhiqiang Liu; Jiawei Meng; Huajun Chen; Wen Zhang 015 (CoRR, 2023)

Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering. - Yichi Zhang 009; Zhuo Chen 007; Yin Fang; Lei Cheng 005; Yanxi Lu; Fangming Li; Wen Zhang 015; Huajun Chen (CoRR, 2023)

Differentiable learning of rules with constants in knowledge graph. - Zezhong Xu; Peng Ye 007; Juan Li 010; Huajun Chen; Wen Zhang 015 (Knowl. Based Syst., 2023)

Large Language Models and Knowledge Graphs: Opportunities and Challenges. - Jeff Z. Pan; Simon Razniewski; Jan-Christoph Kalo; Sneha Singhania; Jiaoyan Chen 001; Stefan Dietze; Hajira Jabeen; Janna Omeliyanenko; Wen Zhang 015; Matteo Lissandrini; Russa Biswas; Gerard de Melo; et al. (TGDK, 2023)

Zero-Shot and Few-Shot Learning With Knowledge Graphs: A Comprehensive Survey. - Jiaoyan Chen 001; Yuxia Geng; Zhuo Chen 007; Jeff Z. Pan; Yuan He 008; Wen Zhang 015; Ian Horrocks 001; Huajun Chen (Proc. IEEE, 2023)

A Multi-View Filter for Relation-Free Knowledge Graph Completion. - Juan Li 010; Wen Zhang 015; Hongtao Yu (Big Data Res., 2023)

Structure-CLIP: Towards Scene Graph Knowledge to Enhance Multi-Modal Structured Representations. - Yufeng Huang; Jiji Tang; Zhuo Chen 007; Rongsheng Zhang; Xinfeng Zhang; Weijie Chen; Zeng Zhao; Zhou Zhao; Tangjie Lv; Zhipeng Hu; Wen Zhang 015 (AAAI, 2024)

Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering. - Yichi Zhang 009; Zhuo Chen 007; Yin Fang; Yanxi Lu; Fangming Li; Wen Zhang 015; Huajun Chen (ACL (Findings), 2024)

Unleashing the Power of Imbalanced Modality Information for Multi-modal Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Lei Liang 002; Huajun Chen; Wen Zhang 015 (LREC/COLING, 2024)

Prompt-fused Framework for Inductive Logical Query Answering. - Zezhong Xu; Wen Zhang 015; Peng Ye 007; Lei Liang 002; Huajun Chen (LREC/COLING, 2024)

Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs. - Junjie Wang; Mingyang Chen; Binbin Hu; Dan Yang 004; Ziqi Liu; Yue Shen; Peng Wei; Zhiqiang Zhang 012; Jinjie Gu; Jun Zhou 011; Jeff Z. Pan; Wen Zhang 015; et al. (EMNLP (Findings), 2024)

Knowledge Graph Reasoning with Logics and Embeddings: Survey and Perspective. - Wen Zhang 015; Jiaoyan Chen 001; Juan Li 010; Zezhong Xu; Jeff Z. Pan; Huajun Chen (ICKG, 2024)

Revisit and Outstrip Entity Alignment: A Perspective of Generative Models. - Lingbing Guo; Zhuo Chen 007; Jiaoyan Chen 001; Yin Fang; Wen Zhang 015; Huajun Chen (ICLR, 2024)

Know Your Needs Better: Towards Structured Understanding of Marketer Demands with Analogical Reasoning Augmented LLMs. - Junjie Wang; Dan Yang 004; Binbin Hu; Yue Shen; Wen Zhang 015; Jinjie Gu (KDD, 2024)

Making Large Language Models Perform Better in Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Wen Zhang 015; Huajun Chen (ACM Multimedia, 2024)

MKGL: Mastery of a Three-Word Language. - Lingbing Guo; Zhongpu Bo; Zhuo Chen 007; Yichi Zhang 009; Jiaoyan Chen 001; Yarong Lan; Mengshu Sun; Zhiqiang Zhang 012; Yangyifei Luo; Qian Li 033; Qiang Zhang 026; Wen Zhang 015; et al. (NeurIPS, 2024)

NativE: Multi-modal Knowledge Graph Completion in the Wild. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Binbin Hu; Ziqi Liu; Wen Zhang 015; Huajun Chen (SIGIR, 2024)

Know Your Needs Better: Towards Structured Understanding of Marketer Demands with Analogical Reasoning Augmented LLMs. - Junjie Wang; Dan Yang 004; Binbin Hu; Yue Shen; Ziqi Liu; Wen Zhang 015; Jinjie Gu; Zhiqiang Zhang 012 (CoRR, 2024)

Knowledge Graphs Meet Multi-Modal Learning: A Comprehensive Survey. - Zhuo Chen 007; Yichi Zhang 009; Yin Fang; Yuxia Geng; Lingbing Guo; Xiang Chen 016; Qian Li 033; Wen Zhang 015; Jiaoyan Chen 001; Yushan Zhu; Jiaqi Li; Xiaoze Liu; et al. (CoRR, 2024)

The Power of Noise: Toward a Unified Multi-modal Knowledge Graph Representation Framework. - Zhuo Chen 007; Yin Fang; Yichi Zhang 009; Lingbing Guo; Jiaoyan Chen 001; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

MyGO: Discrete Modality Information as Fine-Grained Tokens for Multi-modal Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Binbin Hu; Ziqi Liu; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

Multi-domain Knowledge Graph Collaborative Pre-training and Prompt Tuning for Diverse Downstream Tasks. - Yichi Zhang 009; Binbin Hu; Zhuo Chen 007; Lingbing Guo; Ziqi Liu; Zhiqiang Zhang 012; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

Mixture of Modality Knowledge Experts for Robust Multi-modal Knowledge Graph Completion. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Binbin Hu; Ziqi Liu; Wen Zhang 015; Huajun Chen (CoRR, 2024)

SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network. - Yushan Zhu; Wen Zhang 015; Yajing Xu; Zhen Yao 001; Mingyang Chen; Huajun Chen (CoRR, 2024)

KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. - Lei Liang 002; Mengshu Sun; Zhengke Gui; Zhongshu Zhu; Zhouyu Jiang; Ling Zhong; Yuan Qu; Peilong Zhao; Zhongpu Bo; Jin Yang; Huaidong Xiong; Lin Yuan; et al. (CoRR, 2024)

UniHR: Hierarchical Representation Learning for Unified Knowledge Graph Link Prediction. - Zhiqiang Liu; Mingyang Chen; Yin Hua; Zhuo Chen 007; Ziqi Liu; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2024)

Billion-scale pre-trained knowledge graph model for conversational chatbot. - Chi-Man Wong; Fan Feng; Wen Zhang 015; Huajun Chen; Chi-Man Vong; Chuangquan Chen (Neurocomputing, 2024)

Distributed representations of entities in open-world knowledge graphs. - Lingbing Guo; Zhuo Chen 007; Jiaoyan Chen 001; Yichi Zhang 009; Zequn Sun; Zhongpu Bo; Yin Fang; Xiaoze Liu; Huajun Chen; Wen Zhang 015 (Knowl. Based Syst., 2024)

Neural axiom network for knowledge graph reasoning. - Juan Li 010; Xiangnan Chen; Hongtao Yu; Jiaoyan Chen 001; Wen Zhang 015 (Semantic Web, 2024)

InBox: Recommendation with Knowledge Graph using Interest Box Embedding. - Zezhong Xu; Yincen Qu; Wen Zhang 015; Lei Liang 002; Huajun Chen (Proc. VLDB Endow., 2024)

Start From Zero: Triple Set Prediction for Automatic Knowledge Graph Completion. - Wen Zhang 015; Yajing Xu; Peng Ye 007; Zhiwei Huang; Zezhong Xu; Jiaoyan Chen 001; Jeff Z. Pan; Huajun Chen (IEEE Trans. Knowl. Data Eng., 2024)

K-ON: Stacking Knowledge on the Head Layer of Large Language Model. - Lingbing Guo; Yichi Zhang 009; Zhongpu Bo; Zhuo Chen 007; Mengshu Sun; Zhiqiang Zhang 012; Wen Zhang 015; Huajun Chen (AAAI, 2025)

Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Binbin Hu; Ziqi Liu; Wen Zhang 015; Huajun Chen (AAAI, 2025)

TrustUQA: A Trustful Framework for Unified Structured Data Question Answering. - Wen Zhang 015; Long Jin; Yushan Zhu; Jiaoyan Chen 001; Zhiwei Huang; Junjie Wang; Yin Hua; Lei Liang 002; Huajun Chen (AAAI, 2025)

Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning. - Yin Hua; Zhiqiang Liu; Mingyang Chen; Zheng Fang; Chi Man Wong; Lingxiao Li; Chi-Man Vong; Huajun Chen; Wen Zhang 015 (ACL (Findings), 2025)

Have We Designed Generalizable Structural Knowledge Promptings? Systematic Evaluation and Rethinking. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Shaokai Chen; Mengshu Sun; Binbin Hu; Zhiqiang Zhang 012; Lei Liang 002; Wen Zhang 015; Huajun Chen (ACL (1), 2025)

Croppable Knowledge Graph Embedding. - Yushan Zhu; Wen Zhang 015; Zhiqiang Liu; Mingyang Chen; Lei Liang 002; Huajun Chen (ACL (1), 2025)

Noise-powered Multi-modal Knowledge Graph Representation Framework. - Zhuo Chen 007; Yin Fang; Yichi Zhang 009; Lingbing Guo; Jiaoyan Chen 001; Jeff Z. Pan; Huajun Chen; Wen Zhang 015 (COLING, 2025)

Knowledge Graph Pooling and Unpooling for Concept Abstraction. - Juan Li 010; Wen Zhang 015; Zhiqiang Liu; Mingchen Tu; Mingyang Chen; Ningyu Zhang 001; Shijian Li (COLING, 2025)

Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Binbin Hu; Ziqi Liu; Wen Zhang 015; Huajun Chen (ICLR, 2025)

KAG: Boosting LLMs in Professional Domains via Knowledge Augmented Generation. - Lei Liang 002; Zhongpu Bo; Zhengke Gui; Zhongshu Zhu; Ling Zhong; Peilong Zhao; Mengshu Sun; Zhiqiang Zhang 012; Jun Zhou 011; Wenguang Chen; Wen Zhang 015; Huajun Chen (WWW (Companion Volume), 2025)

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models. - Zhiqiang Liu; Chengtao Gan; Junjie Wang; Yichi Zhang 009; Zhongpu Bo; Mengshu Sun; Huajun Chen; Wen Zhang 015 (WWW, 2025)

Prompting disentangled embeddings for knowledge graph completion with pre-trained language model. - Yuxia Geng; Jiaoyan Chen 001; Yuhang Zeng; Zhuo Chen 007; Wen Zhang 015; Jeff Z. Pan; Yuxiang Wang 001; Xiaoliang Xu (Expert Syst. Appl., 2025)

Structure-Aware Transformer for hyper-relational knowledge graph completion. - Junjie Wang; Huajun Chen; Wen Zhang 015 (Expert Syst. Appl., 2025)

Knowledge Graphs for Multi-modal Learning: Survey and Perspective. - Zhuo Chen 007; Yichi Zhang 009; Yin Fang; Yuxia Geng; Lingbing Guo; Jiaoyan Chen 001; Xiaoze Liu; Jeff Z. Pan; Ningyu Zhang 001; Huajun Chen; Wen Zhang 015 (Inf. Fusion, 2025)

OntoTune: Ontology-Driven Self-training for Aligning Large Language Models. - Zhiqiang Liu; Chengtao Gan; Junjie Wang; Yichi Zhang; Zhongpu Bo; Mengshu Sun; Huajun Chen; Wen Zhang 015 (CoRR, 2025)

ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning. - Mingyang Chen; Tianpeng Li; Haoze Sun; Yijie Zhou; Chenzheng Zhu; Haofen Wang; Jeff Z. Pan; Wen Zhang 015; Huajun Chen; Fan Yang 087; Zenan Zhou; Weipeng Chen (CoRR, 2025)

Multi-modal Knowledge Graph Generation with Semantics-enriched Prompts. - Yajing Xu; Zhiqiang Liu; Jiaoyan Chen 001; Mingchen Tu; Zhuo Chen 007; Jeff Z. Pan; Yichi Zhang 009; Yushan Zhu; Wen Zhang 015; Huajun Chen (CoRR, 2025)

SciCUEval: A Comprehensive Dataset for Evaluating Scientific Context Understanding in Large Language Models. - Jing Yu; Yuqi Tang; Kehua Feng; Mingyang Rao; Lei Liang 002; Zhiqiang Zhang 012; Mengshu Sun; Wen Zhang 015; Qiang Zhang 026; Keyan Ding; Huajun Chen (CoRR, 2025)

Abstractive Visual Understanding of Multi-modal Structured Knowledge: A New Perspective for MLLM Evaluation. - Yichi Zhang 009; Zhuo Chen 007; Lingbing Guo; Yajing Xu; Min Zhang; Wen Zhang 015; Huajun Chen (CoRR, 2025)

OneEval: Benchmarking LLM Knowledge-intensive Reasoning over Diverse Knowledge Bases. - Yongrui Chen 002; Zhiqiang Liu; Jing Yu; Lin Ren; Nan Hu; Xinbang Dai; Jiajun Liu; Jiazhen Kang; Shenyu Zhang; Xinda Wang 005; Keyan Ding; Pengfei Shen; et al. (CoRR, 2025)

SKA-Bench: A Fine-Grained Benchmark for Evaluating Structured Knowledge Understanding of LLMs. - Zhiqiang Liu; Enpei Niu; Yin Hua; Mengshu Sun; Lei Liang 002; Huajun Chen; Wen Zhang 015 (CoRR, 2025)