AAAI2021知识图谱论文集

目前，已经开放了AAAI2021的Accept Paper List， 博主在寒假期间精选了76篇 知识图谱（Knowledge Graph） 的入选论文。

知识图谱论文中，热点关键词：
knowledge-xxx(guided, enhanced, enriched, aware)，
few-shot (zero-shot, meta) learning，

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知识表示学习

知识图谱表征，知识图谱补全，链接预测

393: Dual Quaternion Knowledge Graph Embeddings
Zongsheng Cao, Qianqian Xu, Zhiyong Yang, Xiaochun Cao, Qingming Huang

3885: ChronoR: Rotation Based Temporal Knowledge Graph Embedding
Ali Sadeghian, Mohammadreza Armandpour, Anthony Colas, Daisy Zhe Wang

4255: PASSLEAF: A Pool-Based Semi-Supervised Learning Framework for Uncertain Knowledge Graph Embedding
Zhu-Mu Chen, Mi-Yen Yeh, Tei-Wei Kuo

6001: Topology-Aware Correlations between Relations for Inductive Link Prediction in Knowledge Graphs
Jiajun Chen, Huarui He, Feng Wu, Jie Wang

6939: Learning from History: Modeling Temporal Knowledge Graphs with Sequential CopyGeneration Networks
Cunchao Zhu, Muhao Chen, Changjun Fan, Guangquan Cheng, Yan Zhang

7945: Neural Latent Space Model for Dynamic Networks and Temporal Knowledge Graphs
Tony Gracious, Shubham Gupta, Arun Kanthali, Rui Castro, Ambedkar Dukkipati

8113: 5 Knowledge Graph Embeddings with Projective Transformations
Mojtaba Nayyeri, Sahar Vahdati, Can Aykul, Jens Lehmann

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知识构建与信息抽取

语义解析，实体识别，关系抽取，实体对齐与消歧，共指消解，

1434: Type-Augmented Relation Prediction in Knowledge Graphs
Zijun Cui, Pavan Kapanipathi, Kartik Talamadupula, Tian Gao, Qiang Ji

1588: Dynamic Hybrid Relation Exploration Network for Cross-Domain Context-Dependent Semantic Parsing
Binyuan Hui, Ruiying Geng, Qiyu Ren, Binhua Li, Yongbin Li, Jian Sun, Fei Huang, Luo Si, Pengfei
Zhu, Xiaodan Zhu

2215: FL-MSRE: A Few-Shot Learning Based Approach to Multimodal Social Relation Extraction
Hai Wan, Manrong Zhang, Jianfeng Du, Ziling Huang, Yufei Yang, Jeff Z. Pan

2584: Multi-View Inference for Relation Extraction with Uncertain Knowledge
Bo Li, Wei Ye, Canming Huang, Shikun Zhang

2753: Multi-Modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance
Dong Zhang, Suzhong Wei, Shoushan Li, Hanqian Wu, Zhu Qiaoming, Zhou Guodong

3290: GDPNet: Refining Latent Multi-View Graph for Relation Extraction
Fuzhao Xue, Aixin Sun, Hao Zhang, Eng Siong Chng

4146: Relation-Aware Neighborhood Matching Model for Entity Alignment
Yao Zhu, Hongzhi Liu, Zhonghai Wu, Yingpeng Du

4394: Read, Retrospect, Select: An MRC Framework to Short Text Entity Linking
Yingjie Gu, Xiaoye Qu, Zhefeng Wang, Baoxing Huai, Nicholas Jing Yuan, Xiaolin Gui

4461: KEML: A Knowledge-Enriched Meta-Learning Framework for Lexical Relation Classification
Chengyu Wang, Minghui Qiu, Jun Huang, Xiaofeng He

4619: Progressive Multi-Task Learning with Controlled information Flow for Joint Entity and Relation Extraction
Kai Sun, Richong Zhang, Samuel A. Mensah, Yongyi Mao, Xudong Liu

4847: Curriculum-Meta Learning for Order-Robust Continual Relation Extraction
Tongtong Wu, Xuekai Li, Yuan-Fang Li , Reza Haffari, Guilin Qi, Yujin Zhu, Guoqiang Xu

5035: Document-Level Relation Extraction with Reconstruction
Wang Xu, Kehai Chen, Tiejun Zhao

5454: CrossNER: Evaluating Cross-Domain Named Entity Recognition
Zihan Liu, Yan Xu, Tiezheng Yu, Wenliang Dai, Ziwei Ji, Samuel Cahyawijaya, Andrea Madotto, Pascale Fung

6269: A Bidirectional Multi-Paragraph Reading Model for Zero-Shot Entity Linking
Hongyin Tang, Xingwu Sun, Beihong Jin, Fuzheng Zhang

6288: A Supervised Multi-Head Self-Attention Network for Nested Named Entity Recognition
Yongxiu Xu, Heyan Huang, Chong Feng, Yue Hu

6476: Knowledge Refinery: Learning from Decoupled Label
Qianggang Ding, Sifan Wu, Tao Dai, Hao Sun, Jiadong Guo, Zhang-Hua Fu, Shutao Xia

6681: Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction
Yao Zhang, Xu Zhang, Jun Wang, Hongru Liang, Wenqiang Lei, Zhe Sun, Adam Jatowt, Zhenglu Yang

6725: Nested Named Entity Recognition with Partially-Observed TreeCRFs
Yao Fu, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang

7273: Improving the Efficiency and Effectiveness for Bert-Based Entity Resolution
Bing Li, Yukai Miao, Yaoshu Wang, Yifang Sun, Wei Wang

7791: Continual Learning for Named Entity Recognition
Natawut Monaikul, Giuseppe Castellucci, Simone Filice, Oleg Rokhlenko

7857: A Unified Multi-Task Learning Framework for Joint Extraction of Entities and Relations
Tianyang Zhao, Zhao Yan, Yunbo Cao, Zhoujun Li

8013: A Lightweight Neural Model for Biomedical Entity Linking
Lihu Chen, Gael P Varoquaux, Fabian Suchanek

8308: Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling
Wenxuan Zhou, Kevin Huang, Tengyu Ma, Jing Huang

8795: Entity Structure Within and Throughout: Modeling Mention Dependencies for DocumentLevel Relation Extraction
Benfeng Xu, Quan Wang, Yajuan Lyu, Yong Zhu, Zhendong Mao

8834: DDRel: A New Dataset for Interpersonal Relation Classification in Dyadic Dialogues
Qi Jia, Hongru Huang, Kenny Zhu

9078: (Comet-) Atomic 2020: On Symbolic and Neural Commonsense Knowledge Graphs
Jena D Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Bosselut,
Yejin Choi

9086: Span-Based Event Coreference Resolution
Jing Lu, Vincent Ng

9155: Knowledge-Aware Named Entity Recognition with Alleviating Heterogeneity
Binling Nie, Ruixue Ding, Pengjun Xie, Fei Huang, Chen Qian, Luo Si

9722: Visual Pivoting for (Unsupervised) Entity Alignment
Fangyu Liu, Muhao Chen, Dan Roth, Nigel Collier

9721: Empower Distantly Supervised Relation Extraction with Collaborative Adversarial Training
Tao Chen, Haochen Shi, Liyuan Liu, Siliang Tang, Jian Shao, Zhigang Chen, Yueting Zhuang

9740: Clinical Temporal Relation Extraction with Probabilistic Soft Logic Regularization and Global Inference
Yichao Zhou, Yu Yan, Rujun Han, J. Harry Caufield, Kai-Wei Chang, Yizhou Sun, Peipei Ping, Wei Wang

9917: Denoising Distantly Supervised Named Entity Recognition via a Hypergeometric Probabilistic Model
Hongyu Lin, Wenkai Zhang, Xianpei Han, Le Sun, Huidan Liu, Nicholas Yuan, Zhicheng Wei

10063: MTAAL: Multi-Task Adversarial Active Learning for Medical Named Entity Recognition and Normalization
Baohang Zhou, Xiangrui Cai, Ying ZHANG, Wenya Guo, Xiaojie Yuan

10116: Dynamic Knowledge Graph Alignment
Yuchen Yan, Lihui Liu, Yikun Ban, Baoyu Jing, Hanghang Tong

10207: GATE: Graph Attention Transformer Encoder for Cross-Lingual Relation and Event Extraction
Wasi U Ahmad, Nanyun Peng, Kai-Wei Chang

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知识语义计算与理解

语义相似度，知识推理

147: Comprehension and Knowledge
Pavel Naumov, Kevin Ros

3382: Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning
Chunpu Xu, Chengming Li, Ying Shen, Xiang Ao, Ruifeng Xu, Min Yang

4093: Transformer-Style Relational Reasoning with Dynamic Memory Updating for Temporal Network Modeling
Dongkuan Xu, Junjie Liang, Wei Cheng, Hua Wei, Haifeng Chen, Xiang Zhang

4301: KG-BART: Knowledge Graph-Augmented Bart for Generative Commonsense Reasoning
Ye Liu, Yao Wan, Lifang He, Hao Peng, Philip S Yu

4927: Communicative Message Passing for Inductive Relation Reasoning
Sijie Mai, Shuangjia Zheng, Yuedong Yang, Haifeng Hu

5078: Neural Relational Inference with Efficient Message Passing Mechanisms
Siyuan Chen, Jiahai Wang, Guoqing Li

5131: GaussianPath: A Bayesian Multi-Hop Reasoning Framework for Knowledge Graph Reasoning
Guojia Wan, Bo Du

5774: Relation-Aware Graph Attention Model with Adaptive Self-Adversarial Training
Xiao Qin, Nasrullah Sheikh, Berthold Reinwald, Lingfei Wu

6199: Making the Relation Matters: Relation of Relation Learning Network for Sentence Semantic Matching
Kun Zhang, Le Wu, Guangyi Lv, Meng Wang, Enhong Chen, Shulan Ruan

9475: Randomized Generation of Adversary-Aware Fake Knowledge Graphs to Combat Intellectual Property Theft
Snow Kang, Cristian Molinaro, Andrea Pugliese, V. S. Subrahmanian

10277: LET: Linguistic Knowledge Enhanced Graph Transformer for Chinese Short Text Matching
Boer Lyu, Lu Chen, Su Zhu, Kai Yu

10322: Hierarchical Relational Inference
Aleksandar Stanic, Sjoerd van Steenkiste, Jürgen Schmidhuber

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知识增强与应用

知识驱动的推荐系统，小样本知识增强，问答与对话系统

1059: Knowledge-Driven Data Construction for Zero-Shot Evaluation in Commonsense Question Answering
Kaixin Ma, Filip Ilievski, Jonathan M Francis, Yonatan Bisk, Eric Nyberg, Alessandro Oltramari

3071: Knowledge-Enhanced Hierarchical Graph Transformer Network for Multi-Behavior Recommendation
Lianghao Xia, Chao Huang, Yong Xu, Peng Dai, Xiyue Zhang, Hongsheng Yang, Jian Pei, Liefeng Bo

3516: Few-Shot Class-Incremental Learning via Relation Knowledge Distillation
Songlin Dong, Xiaopeng Hong, Xiaoyu Tao, Xinyuan Chang, Xing Wei, Yihong Gong

4524: Knowledge-Driven Distractor Generation for Cloze-Style Multiple Choice Questions
Siyu Ren, Kenny Zhu

5077: Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders
Bhushan Kotnis, Carolin Lawrence, Mathias Niepert

5105: Knowledge-Guided Object Discovery with Acquired Deep Impressions
Jinyang Yuan, Bin Li, Xiangyang Xue

5167: Encoding Human Domain Knowledge to Warm Start Reinforcement Learning
Andrew Silva, Matthew Gombolay

5365: Knowledge-Enhanced Top-K Recommendation in Poincaré Ball
Chen Ma, Liheng Ma, Yingxue Zhang, Haolun Wu, Xue Liu, Mark Coates

6208: ERNIE-ViL: Knowledge Enhanced Vision-Language Representations through Scene Graphs
Fei Yu, Jiji Tang, Weichong Yin, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang

6350: Unanswerable Question Correction in Question Answering over Personal Knowledge Base
An-Zi Yen, Hen-Hsen Huang, Hsin-Hsi Chen

6672: Entity Guided Question Generation with Contextual Structure and Sequence Information Capturing
Qingbao Huang, Mingyi Fu, Linzhang Mo, Yi Cai, Jingyun Xu, Pijian Li, Qing Li, Ho-fung Leung

7812: Text-Based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines
Keerthiram Murugesan, Mattia Atzeni, Pavan Kapanipathi, Pushkar Shukla, Sadhana Kumaravel,
Gerald Tesauro, Kartik Talamadupula, Mrinmaya Sachan, Murray Campbell

7833: Knowledge-Driven Natural Language Understanding of English Text and its Applications
Kinjal Basu, Sarat Chandra Varanasi, Farhad Shakerin, Joaquín Arias, Gopal Gupta

7838: Judgment Prediction via Injecting Legal Knowledge into Neural Networks
Leilei Gan, Kun Kuang, Yi Yang, Fei Wu

8367: Encoding Syntactic Knowledge in Transformer Encoder for Intent Detection and Slot Filling
Jixuan Wang, Kai Wei, Martin Radfar, Weiwei Zhang, Clement Chung

9069: Knowledge-Aware Coupled Graph Neural Network for Social Recommendation
Chao Huang, Huance Xu, Yong Xu, Peng Dai, Lianghao Xia, Mengyin Lu, Liefeng Bo, Hao Xing, Xiaoping Lai, Yanfang Ye

9602: Commonsense Knowledge Augmentation for Low-Resource Languages via Adversarial Learning
Bosung Kim, Juae Kim, Youngjoong Ko, Jungyun Seo

9910: Humor Knowledge Enriched Transformer for Understanding Multimodal Humor
Md Kamrul Hasan, Sangwu Lee, Wasifur Rahman, Amir Zadeh, Rada Mihalcea, Louis-Philippe Morency, Ehsan Hoque

9925: Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation
Yunlong Liang, Fandong Meng, Ying Zhang, Yufeng Chen, Jinan Xu, Jie Zhou

9972: Knowledge-Aware Leap-LSTM: Integrating Prior Knowledge into Leap-LSTM towards Faster Long Text Classification
Jinhua Du, Yan Huang, Karo Moilanen

10252: Benchmarking Knowledge-Enhanced Commonsense Question Answering via Knowledge-toText Transformation
Ning Bian, Xianpei Han, Bo Chen, Le Sun

10290: Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-Shot Commonsense Question Answering
Antoine Bosselut, Ronan Le Bras, Yejin Choi

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