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，
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 Bad Temporal Knowledge Graph Embedding
Ali Sadeghian, Mohammadreza Armandpour, Anthony Colas, Daisy Zhe Wang
4255: PASSLEAF: A Pool-Bad Semi-Supervid Learning Framework for Uncertain Knowledge Graph Embedding Zhu-Mu Chen, Mi-Yen Yeh, Tei-Wei Kuo包菜怎么做好吃
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
知识构建与信息抽取
养殖青蛙
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 Bad 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 Supervid 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-Obrved TreeCRFs
Yao Fu, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang
7273: Improving the Efficiency and Effectiveness for Bert-Bad Entity Resolution
Bing Li, Yukai Miao, Yaoshu Wang, Yifang Sun, Wei Wang
7791: Continual Learning for Named Entity Recognition
Natawut Monaikul, Giuppe 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
宣传部工作设想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 Datat for Interpersonal Relation Classification in Dyadic Dialogues
Qi Jia, Hongru Huang, Kenny Zhu
9078: (Comet-) Atomic 2020: On Symbolic and Neural Commonn Knowledge Graphs
Jena D Hwang, Chandra Bhagavatula, Ronan Le Bras, Jeff Da, Keisuke Sakaguchi, Antoine Boslut,
Yejin Choi
9086: Span-Bad Event Coreference Resolution
Jing Lu, Vincent Ng
生肖命运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 (Unsupervid) Entity Alignment
Fangyu Liu, Muhao Chen, Dan Roth, Nigel Collier小孩发烧怎么办
9721: Empower Distantly Supervid 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 Supervid 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
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 Commonn 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 Puglie, V. S. Subrahmanian
10277: LET: Linguistic Knowledge Enhanced Graph Transformer for Chine Short Text Matching
Boer Lyu, Lu Chen, Su Zhu, Kai Yu
10322: Hierarchical Relational Inference
Aleksandar Stanic, Sjoerd van Steenkiste, Jürgen Schmidhuber
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 Commonn 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 Reprentations 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 Ba
An-Zi Yen, Hen-Hn Huang, Hsin-Hsi Chen
干柠檬
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-Bad RL Agents with Commonn Knowledge: New Challenges, Environments and Balines
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最美的诗
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献血一般多少毫升
Chao Huang, Huance Xu, Yong Xu, Peng Dai, Lianghao Xia, Mengyin Lu, Liefeng Bo, Hao Xing, Xiaoping Lai, Yanfang Ye
9602: Commonn 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 Co
nversation 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 Commonn Question Answering via Knowledge-toText Transformation Ning Bian, Xianpei Han, Bo Chen, Le Sun
10290: Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-Shot Commonn Question Answering Antoine Boslut, Ronan Le Bras, Yejin Choi
