Generative Adversarial Zero-shot Learning via Knowledge Graphs. - Yuxia Geng; Jiaoyan Chen 001; Zhuo Chen 007; Zhiquan Ye; Zonggang Yuan; Yantao Jia; Huajun Chen (CoRR, 2020)

Knowledge-aware Zero-Shot Learning: Survey and Perspective. - Jiaoyan Chen 001; Yuxia Geng; Zhuo Chen 007; Ian Horrocks 001; Jeff Z. Pan; Huajun Chen (IJCAI, 2021)

Zero-Shot Visual Question Answering Using Knowledge Graph. - Zhuo Chen 007; Jiaoyan Chen 001; Yuxia Geng; Jeff Z. Pan; Zonggang Yuan; Huajun Chen (ISWC, 2021)

OntoZSL: Ontology-enhanced Zero-shot Learning. - Yuxia Geng; Jiaoyan Chen 001; Zhuo Chen 007; Jeff Z. Pan; Zhiquan Ye; Zonggang Yuan; Yantao Jia; Huajun Chen (WWW, 2021)

K-ZSL: Resources for Knowledge-driven Zero-shot Learning. - Yuxia Geng; Jiaoyan Chen 001; Zhuo Chen 007; Jeff Z. Pan; Zonggang Yuan; 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)

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)

Knowledge-informed Molecular Learning: A Survey on Paradigm Transfer. - Yin Fang; Qiang Zhang 026; Zhuo Chen 007; Xiaohui Fan; 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)

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)

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)

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)

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)

Newton-Cotes Graph Neural Networks: On the Time Evolution of Dynamic Systems. - Lingbing Guo; Weiqing Wang; Zhuo Chen 007; Ningyu Zhang 001; Zequn Sun; Yixuan Lai; Qiang Zhang 026; Huajun Chen (NeurIPS, 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)

Domain-Agnostic Molecular Generation with Self-feedback. - Yin Fang; Ningyu Zhang 001; Zhuo Chen 007; Xiaohui Fan; Huajun Chen (CoRR, 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)

Revisit and Outstrip Entity Alignment: A Perspective of Generative Models. - Lingbing Guo; Zhuo Chen 007; Jiaoyan Chen 001; Huajun Chen (CoRR, 2023)

Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity Paths. - Bolin Zhu; Xiaoze Liu; Xin Mao; Zhuo Chen 007; Lingbing Guo; Tao Gui; Qi Zhang 001 (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)

Benchmarking knowledge-driven zero-shot learning. - Yuxia Geng; Jiaoyan Chen 001; Xiang Zhuang; Zhuo Chen 007; Jeff Z. Pan; Juan Li 010; Zonggang Yuan; Huajun Chen (J. Web Semant., 2023)

Knowledge graph-enhanced molecular contrastive learning with functional prompt. - Yin Fang; Qiang Zhang 026; Ningyu Zhang 001; Zhuo Chen 007; Xiang Zhuang; Xin Shao; Xiaohui Fan; Huajun Chen (Nat. Mac. Intell., 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)

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)

DET: A Dual-Encoding Transformer for Relational Graph Embedding. - Lingbing Guo; Zhuo Chen 007; Jiaoyan Chen 001; Qiang Zhang 026; Huajun Chen (LREC/COLING, 2024)

Domain-Agnostic Molecular Generation with Chemical Feedback. - Yin Fang; Ningyu Zhang 001; Zhuo Chen 007; Lingbing Guo; Xiaohui Fan; Huajun Chen (ICLR, 2024)

Mol-Instructions: A Large-Scale Biomolecular Instruction Dataset for Large Language Models. - Yin Fang; Xiaozhuan Liang; Ningyu Zhang 001; Kangwei Liu; Rui Huang; Zhuo Chen 007; Xiaohui Fan; Huajun Chen (ICLR, 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)

LLM-based Multi-Level Knowledge Generation for Few-shot Knowledge Graph Completion. - Qian Li 033; Zhuo Chen 007; Cheng Ji 001; Shiqi Jiang; Jianxin Li 002 (IJCAI, 2024)

Knowledge-Informed Molecular Learning: A Survey on Paradigm Transfer. - Yin Fang; Zhuo Chen 007; Xiaohui Fan; Ningyu Zhang 001; Huajun Chen (KSEM (1), 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)

CREST: Cross-modal Resonance through Evidential Deep Learning for Enhanced Zero-Shot Learning. - Haojian Huang; Xiaozhen Qiao; Zhuo Chen 007; Haodong Chen; Bingyu Li; Zhe Sun; Mulin Chen; Xuelong Li 001 (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)

DRAK: Unlocking Molecular Insights with Domain-Specific Retrieval-Augmented Knowledge in LLMs. - Jinzhe Liu; Xiangsheng Huang; Zhuo Chen 007; Yin Fang (NLPCC (2), 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)

ASGEA: Exploiting Logic Rules from Align-Subgraphs for Entity Alignment. - Yangyifei Luo; Zhuo Chen 007; Lingbing Guo; Qian Li 033; Wenxuan Zeng; Zhixin Cai; Jianxin Li 002 (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)

Cross-composition Feature Disentanglement for Compositional Zero-shot Learning. - Yuxia Geng; Runkai Zhu; Jiaoyan Chen 001; Jintai Chen; Zhuo Chen 007; Xiang Chen 016; Can Xu; Yuxiang Wang 001; Xiaoliang Xu (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)

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)

Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning. - Yuxia Geng; Runkai Zhu; Jiaoyan Chen 001; Jintai Chen; Xiang Chen 016; Zhuo Chen 007; Shuofei Qiao; Yuxiang Wang 001; Xiaoliang Xu; Sheng-Jun Huang (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)

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)

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)

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)

Bridging the Gap Between LLMs and Human Intentions: Progresses and Challenges in Instruction Understanding, Intention Reasoning, and Reliable Generation. - Zongyu Chang; Feihong Lu; Ziqin Zhu; Qian Li 033; Cheng Ji 001; Zhuo Chen 007; Yang Liu 165; Ruifeng Xu 001; Yangqiu Song; Shangguang Wang; Jianxin Li 002 (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)

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)