知识花园 (Knowledge Garden)

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====== Publications ======

**Marks**: $^\star$//Corresponding author//; $^\dagger$//Equal contributor//; $^\triangle$//Outside collaborator//

==== 2024 ====

  - Honghu Wu$^\dagger$, Xiangrong Zhu$^\dagger$, Wei Hu$^\star$.\\ A blockchain system for clustered federated learning with peer-to-peer knowledge transfer.\\ In: //PVLDB//, 17(5):966--979, 2024. [[https://www.vldb.org/pvldb/vol17/p966-hu.pdf|PVLDB]] [[https://github.com/nju-websoft/FedChain|GitHub]]
  - Xiaobin Tian, Zequn Sun$^\star$, Wei Hu$^\star$.\\ Generating explanations to understand and repair embedding-based entity alignment.\\ In: //ICDE//, 2024. [[https://arxiv.org/abs/2312.04877|arXiv]] [[https://github.com/txb-nju/ExEA|GitHub]]
  - Xiangyu Liu, Yang Liu, Wei Hu$^\star$.\\ Knowledge graph error detection with contrastive confidence adaption.\\ In: //AAAI//, 2024. [[https://arxiv.org/abs/2312.12108|arXiv]] [[https://github.com/nju-websoft/CCA|GitHub]]
  - Xindi Luo, Zequn Sun$^\star$, Jing Zhao$^\triangle$, Zhe Zhao$^{\triangle,\star}$, Wei Hu$^\star$.\\ KnowLA: Enhancing parameter-efficient finetuning with knowledgeable adaptation.\\ In: //NAACL//, 2024. [[http://arxiv.org/abs/2403.14950|arXiv]] [[https://github.com/nju-websoft/KnowLA|GitHub]]
==== 2023 ====

  - Wei Cheng, Wei Hu$^\star$, Xiaoxing Ma.\\ Revisiting knowledge-based inference of Python runtime environments: A realistic and adaptive approach.\\ IEEE Transactions on Software Engineering, 2023. [[https://github.com/nju-websoft/ReadPyE|GitHub]]
  - Jiacheng Huang, Zequn Sun, Qijin Chen$^\triangle$, Xiaozhou Xu$^\triangle$, Weijun Ren$^\triangle$, Wei Hu$^\star$.\\ Deep active alignment of knowledge graph entities and schemata.\\ In: //SIGMOD//, 1(2):159, 2023. [[https://arxiv.org/abs/2304.04389|arXiv]] [[https://github.com/nju-websoft/DAAKG|GitHub]]
  - Zequn Sun, Jiacheng Huang, Jinghao Lin$^\triangle$, Xiaozhou Xu$^\triangle$, Qijin Chen$^\triangle$, Wei Hu$^\star$.\\ Joint pre-training and local re-training: Transferable representation learning on multi-source knowledge graphs.\\ In: //KDD//, 2132--2144, 2023. [[https://arxiv.org/abs/2306.02679|arXiv]] [[https://github.com/nju-websoft/MuKGE|GitHub]]
  - Zequn Sun, Jiacheng Huang, Xiaozhou Xu$^\triangle$, Qijin Chen$^\triangle$, Weijun Ren$^\triangle$, Wei Hu$^\star$.\\ What makes entities similar? A similarity flooding perspective for multi-sourced knowledge graph embeddings.\\ In: //ICML//, 32875--32885, 2023. [[https://arxiv.org/abs/2306.02622|arXiv]] [[https://github.com/nju-websoft/Unify-EA-SF|GitHub]]
  - Xiangrong Zhu, Guangyao Li, Wei Hu$^\star$.\\ Heterogeneous federated knowledge graph embedding learning and unlearning.\\ In: //WWW//, 2444--2454, 2023. [[https://arxiv.org/abs/2302.02069|arXiv]] [[https://github.com/nju-websoft/FedLU|GitHub]]
  - Yuanning Cui, Yuxin Wang, Zequn Sun, Wenqiang Liu$^\triangle$, Yiqiao Jiang$^\triangle$, Kexin Han$^\triangle$, Wei Hu$^\star$.\\ Lifelong embedding learning and transfer for growing knowledge graphs.\\ In: //AAAI//, 4217--4224, 2023. [[https://arxiv.org/abs/2211.15845|arXiv]] [[https://github.com/nju-websoft/LKGE|GitHub]]
  - Wenzheng Zhao, Yuanning Cui, Wei Hu$^\star$.\\ Improving continual relation extraction by distinguishing analogous semantics.\\ In: //ACL//, 1162--1175, 2023. [[http://arxiv.org/abs/2305.06620|arXiv]] [[https://github.com/nju-websoft/CEAR|GitHub]]
  - Zequn Sun, Yuanning Cui, Wei Hu$^\star$.\\ Lifelong representation learning on multi-sourced knowledge graphs via linked entity replay.\\ //Ruan Jian Xue Bao//, 34(10):4501--4517, 2023. [[https://github.com/nju-websoft/LifeKE|GitHub]]
  - Guangyao Li, Zequn Sun, Wei Hu$^\star$, Gong Cheng, Yuzhong Qu.\\ Position-aware relational transformer for knowledge graph embedding.\\ //IEEE Transactions on Neural Networks and Learning Systems//, 2023. [[https://doi.org/10.1109/TNNLS.2023.3262937|IEEE]] [[https://github.com/nju-websoft/Knowformer|GitHub]]
  - Zitao Wang, Xinyi Wang, Wei Hu$^\star$.\\ Continual event extraction with semantic confusion rectification.\\ In: //EMNLP//, 2023. [[http://arxiv.org/abs/2310.15470|arXiv]] [[https://github.com/nju-websoft/SCR|GitHub]]
  - Xinyi Wang, Zitao Wang, Wei Hu$^\star$.\\ Serial contrastive knowledge distillation for continual few-shot relation extraction.\\ In: //Findings of ACL//, 12693--12706, 2023. [[http://arxiv.org/abs/2305.06616|arXiv]] [[https://github.com/nju-websoft/SCKD|GitHub]]
  - Yuxin Wang, Jieru Lin$^\triangle$, Zhiwei Yu$^\triangle$, Wei Hu$^\star$, Börje F. Karlsson$^\triangle$.\\ Open-world story generation with structured knowledge enhancement: A comprehensive survey.\\ //Neurocomputing//, 2023. [[https://www.sciencedirect.com/science/article/pii/S0925231223009153|Elsevier]]
  - Yu-Xuan Huang, Zequn Sun, Guangyao Li, Xiaobin Tian, Wang-Zhou Dai, Wei Hu, Yuan Jiang, Zhi-Hua Zhou.\\ Enabling abductive learning to exploit knowledge graph.\\ In: //IJCAI//, 3839--3847, 2023.
  - Ziyang Li, Yu Gu$^\triangle$, Yulin Shen, Wei Hu, Gong Cheng$^\star$.\\ TRAVERS: A diversity-based dynamic approach to iterative relevance search over knowledge graphs.\\ In: //WWW//, 2560--2571, 2023.
  - Haipeng Dai, Lei Meng, Hancheng Wang, Rong Gu, Siwen Chen, Feng Chen, Wei Hu$^\star$.\\ Distantly supervised entity linking with selection consistency constraint.\\ In: //DASFAA//, 784--799, 2023. 

==== 2022 ====

  - Zequn Sun, Wei Hu$^\star$, Chengming Wang, Yuxin Wang, Yuzhong Qu.\\ Revisiting embedding-based entity alignment: A robust and adaptive method.\\ //IEEE Transactions on Knowledge and Data Engineering//, 2022. [[https://doi.org/10.1109/TKDE.2022.3200981|IEEE]] [[https://github.com/nju-websoft/RoadEA|GitHub]]
  - Jiacheng Huang, Wei Hu$^\star$, Zhifeng Bao$^\triangle$, Qijin Chen$^\triangle$, Yuzhong Qu.\\ Deep entity matching with adversarial active learning.\\ //The VLDB Journal//, 2022. [[https://doi.org/10.1007/s00778-022-00745-1|Springer]] [[https://github.com/nju-websoft/DAEM|GitHub]]
  - Wei Cheng, Xiangrong Zhu, Wei Hu$^\star$.\\ Conflict-aware inference of Python compatible runtime environments with domain knowledge graph.\\ In: //ICSE//, 451--461, 2022. [[https://arxiv.org/abs/2201.07029|arXiv]] [[https://github.com/nju-websoft/PyCRE|GitHub]]
  - Jiacheng Huang, Yao Zhao, Wei Hu$^\star$, Zhen Ning$^\triangle$, Qijin Chen$^\triangle$, Xiaoxia Qiu$^\triangle$, Chengfu Huo$^\triangle$, Weijun Ren$^\triangle$.\\ Trustworthy knowledge graph completion based on multi-sourced noisy data.\\ In: //TheWebConf (WWW)//, 956--965, 2022. [[https://arxiv.org/abs/2201.08580|arXiv]] [[https://github.com/nju-websoft/TKGC|GitHub]]
  - Botao Yu, Peiling Lu$^\triangle$, Rui Wang$^\triangle$, Wei Hu$^\star$, Xu Tan$^{\triangle,\star}$, Wei Ye$^\triangle$, Shikun Zhang$^\triangle$, Tao Qin$^\triangle$, Tie-Yan Liu$^\triangle$.\\ Museformer: Transformer with fine- and coarse-grained attention for music generation.\\ In: //NeurIPS//, 2022. [[https://arxiv.org/abs/2210.10349|arXiv]] [[https://ai-muzic.github.io/museformer/|GitHub]]
  - Xiangrong Zhu, Honghu Wu, Wei Hu$^\star$.\\ FactChain: A blockchain-based crowdsourcing knowledge fusion system.\\ //Ruan Jian Xue Bao//, 33(10):3546--3564, 2022.
  - Xinyi Wang, Zitao Wang, Weijian Sun$^\triangle$, Wei Hu$^\star$.\\ Enhancing document-level relation extraction by entity knowledge injection.\\ In: //ISWC//, 39--56, 2022. [[https://arxiv.org/abs/2207.11433|arXiv]] [[https://github.com/nju-websoft/KIRE|GitHub]]
  - Yuxin Wang, Yuanning Cui, Wenqiang Liu$^\triangle$, Zequn Sun, Yiqiao Jiang$^\triangle$, Kexin Han$^\triangle$, Wei Hu$^\star$.\\ Facing changes: Continual entity alignment for growing knowledge graphs.\\ In: //ISWC//, 196--213, 2022. [[https://arxiv.org/abs/2207.11436|arXiv]] [[https://github.com/nju-websoft/ContEA|GitHub]]
  - Xindi Luo$^\dagger$, Zequn Sun$^\dagger$, Wei Hu$^\star$.\\ $\mu$KG: A library for multi-source knowledge graph embeddings and applications.\\ In: //ISWC (Resources Track)//, 610--627, 2022. [[https://arxiv.org/abs/2207.11442|arXiv]] [[https://github.com/nju-websoft/muKG|GitHub]]
  - Yuanning Cui, Yuxin Wang, Zequn Sun, Wenqiang Liu$^\triangle$, Yiqiao Jiang$^\triangle$, Kexin Han$^\triangle$, Wei Hu$^\star$.\\ Inductive knowledge graph reasoning for multi-batch emerging entities.\\ In: //CIKM//, 335--344, 2022. [[https://arxiv.org/abs/2208.10378|arXiv]] [[https://github.com/nju-websoft/MBE|GitHub]]
  - Yang Liu, Zequn Sun, Guangyao Li, Wei Hu$^\star$.\\ I know what you do not know: Knowledge graph embedding via co-distillation learning.\\ In: //CIKM//, 1329--1338, 2022. [[https://arxiv.org/abs/2208.09828|arXiv]] [[https://github.com/nju-websoft/CoLE|GitHub]]
  - Jiwei Ding, Wei Hu$^\star$, Xin Yu, Yuzhong Qu$^\star$.\\ An empirical study of representing adjectives over knowledge bases: Approach, lexicon and application.\\ //Journal of Web Semantics//, 72:100681, 2022. [[https://doi.org/10.1016/j.websem.2021.100681|Elsevier]]
  - Yao Zhao, Jiacheng Huang, Wei Hu$^\star$, Qijin Chen$^\triangle$, Xiaoxia Qiu$^\triangle$, Chengfu Huo$^\triangle$, Weijun Ren$^\triangle$.\\ Implicit relation linking for question answering over knowledge graph.\\ In: //Findings of ACL//, 3956--3968, 2022.
  - Yang Liu, Xiaoxia Jiang$^\triangle$, Wenzheng Zhao, Weiyi Ge$^\triangle$, Wei Hu$^\star$.\\ Dual graph convolutional networks for document-level event causality identification.\\ In: //APWeb+WAIM//, 114--128, 2022.
  - Lingbing Guo$^\triangle$, Qiang Zhang$^{\triangle,\star}$, Zequn Sun, Mingyang Chen$^\triangle$, Wei Hu, Huajun Chen$^{\triangle,\star}$.\\ Understanding and improving knowledge graph embedding for entity alignment.\\ In: //ICML//, 8145--8156, 2022
  - Kexuan Xin$^\triangle$, Zequn Sun, Wen Hua$^{\triangle,\star}$, Bing Liu$^\triangle$, Wei Hu, Jianfeng Qu$^{\triangle,\star}$, Xiaofang Zhou$^\triangle$.\\ Ensemble semi-supervised entity alignment via cycle-teaching.\\ In: //AAAI//, 4281--4289, 2022.
  - Kexuan Xin$^\triangle$, Zequn Sun, Wen Hua$^{\triangle,\star}$, Wei Hu$^\star$, Xiaofang Zhou$^\triangle$.\\ Informed multi-context entity alignment.\\ In: //WSDM//, 1197--1205, 2022.
  - Kexuan Xin$^\triangle$, Zequn Sun, Wen Hua$^{\triangle,\star}$, Wei Hu, Jianfeng Qu$^\triangle$, Xiaofang Zhou$^\triangle$.\\ Large-scale entity alignment via knowledge graph merging, partitioning and embedding.\\ In: //CIKM//, 1197--1205, 2022.
==== 2021 ====

  - Zequn Sun, Muhao Chen$^\triangle$, Wei Hu.\\ Knowing the no-match: Entity alignment with dangling cases.\\ In: //ACL-IJCNLP//, 3582--3593, 2021. [[https://arxiv.org/abs/2106.02248|arXiv]] [[https://github.com/nju-websoft/OpenEA|GitHub]]
  - Kailong Hao, Botao Yu, Wei Hu$^\star$.\\ Knowing false negatives: An adversarial training method for distantly supervised relation extraction.\\ In: //EMNLP//, 9661--9672, 2021. [[https://arxiv.org/abs/2109.02099|arXiv]] [[https://github.com/nju-websoft/FAN|GitHub]]
  - Guangyao Li, Zequn Sun, Lei Qian$^\triangle$, Qiang Guo$^\triangle$, Wei Hu$^\star$.\\ Rule-based data augmentation for knowledge graph embedding.\\ //AI Open//, 2:186--196, 2021. [[https://doi.org/10.1016/j.aiopen.2021.09.003|Elsevier]]
  - Jidong Ge, Yunyun Huang, Xiaoyu Shen, Chuanyi Li$^\star$, Wei Hu.\\ Learning fine-grained fact-article correspondence in legal cases.\\ //IEEE/ACM Transactions on Audio, Speech, and Language Processing//, 29:3694--3706, 2021. [[https://doi.org/10.1109/TASLP.2021.3130992|IEEE]]

==== 2020 ====

  - Zequn Sun, Qingheng Zhang, Wei Hu$^\star$, Chengming Wang, Muhao Chen$^\triangle$, Farahnaz Akrami$^\triangle$, Chengkai Li$^\triangle$.\\ A benchmarking study of embedding-based entity alignment for knowledge graphs.\\ In: //PVLDB//, 13(11):2326--2340, 2020. [[https://arxiv.org/abs/2003.07743|arXiv]] [[http://www.vldb.org/pvldb/vol13/p2326-sun.pdf|PVLDB]] [[https://github.com/nju-websoft/OpenEA|GitHub]]
  - Ermei Cao$^\dagger$, Difeng Wang$^\dagger$, Jiacheng Huang, Wei Hu$^\star$.\\ Open knowledge enrichment for long-tail entities.\\ In: //TheWebConf (WWW)//, 384--394, 2020. [[http://arxiv.org/abs/2002.06397|arXiv]] [[https://github.com/nju-websoft/OKELE|GitHub]]
  - Jiacheng Huang, Wei Hu$^\star$, Zhifeng Bao$^\triangle$, Yuzhong Qu.\\ Crowdsourced collective entity resolution with relational match propagation.\\ In: //ICDE//, 37--48, 2020. [[https://arxiv.org/abs/2002.09361|arXiv]] [[https://github.com/nju-websoft/Remp|GitHub]]
  - Zequn Sun$^\dagger$, Chengming Wang$^\dagger$, Wei Hu$^\star$, Muhao Chen$^\triangle$, Jian Dai$^\triangle$, Wei Zhang$^\triangle$, Yuzhong Qu.\\ Knowledge graph alignment network with gated multi-hop neighborhood aggregation.\\ In: //AAAI//, 222--229, 2020. [[https://arxiv.org/abs/1911.08936|arXiv]] [[https://github.com/nju-websoft/AliNet|GitHub]] {{:team:alinet_aaai2020_poster.pdf |poster}}
  - Difeng Wang, Wei Hu$^\star$, Ermei Cao, Weijian Sun$^\triangle$.\\ Global-to-local neural networks for document-level relation extraction.\\ In: //EMNLP//, 3711--3721, 2020. [[https://arxiv.org/abs/2009.10359|arXiv]] [[https://github.com/nju-websoft/GLRE|GitHub]]
  - Zequn Sun, Muhao Chen$^\triangle$, Wei Hu, Chengming Wang, Jian Dai$^\triangle$, Wei Zhang$^\triangle$.\\ Knowledge association with hyperbolic knowledge graph embeddings.\\ In: //EMNLP//, 5704--5716, 2020. [[https://arxiv.org/abs/2010.02162|arXiv]] [[https://github.com/nju-websoft/HyperKA|GitHub]]
  - Xinze Lyu, Guangyao Li, Jiacheng Huang, Wei Hu$^\star$.\\ Rule-guided graph neural networks for recommender systems.\\ In: //ISWC//, 384--401, 2020. [[https://arxiv.org/abs/2009.04104|arXiv]] [[https://github.com/nju-websoft/RGRec|GitHub]]
  - Shengguang Qiu, Botao Yu, Lei Qian$^\triangle$, Qiang Guo$^\triangle$, Wei Hu$^\star$.\\ Joint reasoning of events, participants and locations for plot relation recognition.\\ In: //APWeb-WAIM//, 700--715, 2020.
  - Farahnaz Akrami$^\triangle$, Mohammed Samiul Saeef$^\triangle$, Qingheng Zhang, Wei Hu, Chengkai Li$^\triangle$.\\ Realistic re-evaluation of knowledge graph completion methods: An experimental study.\\ In: //SIGMOD//, 1995--2010, 2020. [[https://arxiv.org/abs/2003.08001|arXiv]] [[https://github.com/idirlab/kgcompletion|GitHub]]

==== 2019 ====

  - Lingbing Guo, Zequn Sun, Wei Hu$^\star$.\\ Learning to exploit long-term relational dependencies in knowledge graphs.\\ In: //ICML//, 2505--2514, 2019. [[https://arxiv.org/abs/1905.04914|arXiv]] [[https://github.com/nju-websoft/RSN|GitHub]] {{:team:rsn_icml2019_poster.pdf |poster}}
  - Qingheng Zhang$^\dagger$, Zequn Sun$^\dagger$, Wei Hu$^\star$, Muhao Chen$^\triangle$, Lingbing Guo, Yuzhong Qu.\\ Multi-view knowledge graph embedding for entity alignment.\\ In: //IJCAI//, 5429--5435, 2019. [[https://arxiv.org/abs/1906.02390|arXiv]] [[https://github.com/nju-websoft/MultiKE|GitHub]] {{:team:multike_ijcai2019_poster.pdf |poster}}
  - Jiwei Ding, Wei Hu$^\star$, Qixin Xu, Yuzhong Qu$^\star$.\\ Leveraging frequent query substructures to generate formal queries for complex question answering.\\ In: //EMNLP-IJCNLP//, 2614--2622, 2019. [[http://arxiv.org/abs/1908.11053|arXiv]] {{:team:subqg_emnlp2019_poster.pdf |poster}}
  - Jiwei Ding, Wei Hu$^\star$, Qixin Xu, Yuzhong Qu$^\star$.\\ Mapping factoid adjective constraints to existential restrictions over knowledge bases.\\ In: //ISWC//, 164--181, 2019. [[http://ws.nju.edu.cn/Adj2ER/|website]]
  - Zequn Sun, Jiacheng Huang, Wei Hu$^\star$, Muhao Chen$^\triangle$, Lingbing Guo, Yuzhong Qu.\\ TransEdge: Translating relation-contextualized embeddings for knowledge graphs.\\ In: //ISWC//, 612--629, 2019. [[https://github.com/nju-websoft/TransEdge|GitHub]]
  - Amrapali Zaveri$^\triangle$, Wei Hu, Michel Dumontier$^\triangle$.\\ MetaCrowd: Crowdsourcing biomedical metadata quality assessment.\\ //Human Computation//, 6(1):98--112, 2019.

==== 2018 ====

  - Jiacheng Huang, Wei Hu$^\star$, Haoxuan Li, Yuzhong Qu.\\ Automated comparative table generation for facilitating human intervention in multi-entity resolution.\\ In: //SIGIR//, 585--594, 2018.
  - Zequn Sun, Wei Hu$^\star$, Qingheng Zhang, Yuzhong Qu.\\ Bootstrapping entity alignment with knowledge graph embedding.\\ In: //IJCAI-ECAI//, 4396--4402, 2018. [[https://github.com/nju-websoft/BootEA|GitHub]]
  - Saisai Gong, Wei Hu$^\star$, Weiyi Ge$^\triangle$, Yuzhong Qu.\\ Modeling topic-based human expertise for crowd entity resolution.\\ //Journal of Computer Science and Technology//, 33(6):1204--1218, 2018.
  - Jiwei Ding, Yuan Wang, Wei Hu, Linfeng Shi, Yuzhong Qu$^\star$.\\ Answering multiple-choice questions in geographical Gaokao with a concept graph.\\ In: //ESWC//, 161--176, 2018.
  - Saisai Gong, Wei Hu, Haoxuan Li, Yuzhong Qu.\\ Property clustering in linked data: An empirical study and its application to entity browsing.\\ //International Journal on Semantic Web and Information Systems//, 14(1):31--70, 2018.