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)

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)

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)

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)

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)

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)

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)

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)

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)

Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs. - Xiaoze Liu; Feijie Wu; Tianyang Xu; Zhuo Chen 007; Yichi Zhang 009; Xiaoqian Wang 001; Jing Gao 004 (IEEE Data Eng. Bull., 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)

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)

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)

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)

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)

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)

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)

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)

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)