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導讀：人工智能領域頂級會議AAAI 2020持續火爆，共收到有效論文投稿8843篇，其中7737篇論文進入評審環節，最終收錄1591篇，收錄率爲 20.6%。較去年16.2%的收錄率，投稿數多了將近1100篇，收錄論文數量多了400多篇。本系列文章主要對今年錄用的論文按照研究主題進行劃分，爲相關領域的愛好者們給予便利，省去檢索論文的煩惱。本屆會議中的優秀論文會在<一起讀論文>欄目中進行詳細解讀，盡請關注！
文章目錄
知識圖譜篇（Knowledge Graph）
Graph Completion
1322: Improving Entity Linking by Modeling Latent Entity Type Information
Shuang Chen; Jinpeng Wang; Feng Jiang; Chin-Yew Lin
Harbin Institute of Technology; Microsoft Research Asia;
3019: Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction
Zhanqiu Zhang; Jianyu Cai; Yongdong Zhang; Jie Wang
University of Science and Technology of China;
8971: Contextual Parameter Generation for Knowledge Graph Link Prediction
George Stoica; Otilia Stretcu; Anthony Platanios; Tom Mitchell; Barnabas Poczos
Carnegie Mellon University
9004: Bursting the Filter Bubble: Fairness-Aware Network Link Prediction
Farzan Masrour; Tyler Wilson; Pang-Ning Tan; Heng Yan; Abdol Esfahanian
Michigan State University
4420: LATTE: Latent Type Modeling for Biomedical Entity Linking
Ming Zhu; Busra Celikkaya; Parminder Bhatia; Chandan K Reddy
Virginia Tech; Amazon;
5535: A Recurrent Model for Collective Entity Linking with Adaptive Features
Xiaoling Zhou; Yukai Miao; Wei Wang; Jianbin Qin
University of New South Wales
6492: Simultaneously Linking Entities and Extracting Relations from Biomedical Text without Mention-level Supervision
Trapit Bansal; Patrick Verga; Neha Choudhary; Andrew McCallum
University of Massachusetts Amherst
8427: Type-aware Anchor Link Prediction across Heterogeneous Networks based on Graph Attention Network
Xiaoxue Li; Yanmin Shang; Yanan Cao; Yangxi Li; Jianlong Tan; Yanbing Liu
Chinese Academy of Sciences
9347: Fine-Grained Entity Typing for Domain Independent Entity Linking
Yasumasa Onoe; Greg Durrett
University of Texas Austin
9502: Commonsense Knowledge Base Completion with Structural and Semantic Context
Chaitanya Malaviya; Chandra Bhagavatula; Antoine Bosselut; Yejin Choi
Allen Institute for Artificial Intelligence; University of Washington
9358: Diachronic Embedding for Temporal Knowledge Graph Completion
Rishab Goel; Seyed Mehran Kazemi; Marcus Brubaker; Pascal Poupart
Borealis AI
2278: Few-Shot Knowledge Graph Completion
Chuxu Zhang; Huaxiu Yao; Chao Huang; Meng Jiang; Zhenhui (Jessie) Li; Nitesh Chawla
University of Notre Dame; Pennsylvania State University;
4020: ParamE: Regarding Neural Network Parameters as Relation Embeddings for Knowledge Graph Completion
Feihu Che; Dawei Zhang; Jianhua Tao; Mingyue Niu; Bocheng Zhao
Chinese Academy of Sciences; University of Chinese Academy of Sciences;
6756: Relational Graph Neural Network with Hierarchical Attention for Knowledge Graph Completion
Zhao Zhang; Fuzhen Zhuang; Hengshu Zhu; Zhiping Shi; Hui Xiong; Qing He
Chinese Academy of Sciences; Baidu Inc.; Capital Normal University; The State University of New Jersey
Entity and Relation Learning and Extraction
3203: Self-Attention Enhanced Selective Gate with Entity-Aware Embedding for Distantly Supervised Relation Extraction
Yang Li; Guodong Long; Tao Shen; Tianyi Zhou; Lina Yao; Huan Huo; Jing Jiang
University of Technology Sydney; University of Washington; University of New South Wales;
3868: Improving Neural Relation Extraction with Positive and Unlabeled Learning
Zhengqiu He; Wenliang Chen; Yuyi Wang; Wei Zhang; Guanchun Wang; Min Zhang
Soochow University; ETH Zurich; Laiye Startup;
133: Are Noisy Sentences Useless for Distant Supervised Relation Extraction?
Yu-Ming Shang; Heyan Huang; Xian-Ling Mao; Xin Sun; Wei Wei
Bit; Beijing Institute of Technology; Huazhong University of Science and Technology
4412: CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning
Daojian Zeng; Haoran Zhang; Qianying Liu
Changsha University of Science and Technology; University of Illinois Urbana-Champaign; Kyoto University
5816: Relation Extraction with Convolutional Network over Learnable Syntax-Transport Graph
Kai Sun; Richong Zhang; Yongyi Mao; Samuel Mensah; Xudong Liu
Beihang University; University of Ottawa;
5895: Relation Extraction Exploiting Full Dependency Forests
Lifeng Jin; Linfeng Song; Yue Zhang; Kun Xu; Wei-yun Ma; Dong Yu
The Ohio State University; Tencent; Westlake University; Academia Sinica
6937: Multi-view Consistency for Relation Extraction via Mutual Information and Structure Prediction
Amir Pouran Ben Veyseh; Franck Dernoncourt; My Thai; Dejing Dou; Thien Nguyen
University of Oregon; Adobe Research; University of Florida
7408: Distilling Knowledge from Well-informed Soft Labels for Neural Relation Extraction
Zhenyu Zhang; Xiaobo Shu; Bowen Yu; Tingwen Liu; Jiapeng Zhao; Quangang Li; Li Guo
Chinese Academy of Sciences; University of Chinese Academy of Sciences
7540: Joint Entity and Relation Extraction with a Hybrid Transformer and Reinforcement Learning Based Model
Ya Xiao; Chengxiang Tan; Zhijie Fan; Qian Xu; Wenye Zhu
Tongji University; The Third Research Institute of the Ministry of Public Security
7819: Integrating Relation Constraints with Neural Relation Extractors
Yuan Ye; Yansong Feng; Bingfeng Luo; Yuxuan Lai; Dongyan Zhao
Peking University
10036: Effective Modeling of Encoder-Decoder Architecture for Joint Entity and Relation Extraction
Tapas Nayak; Hwee Tou Ng
National University of Singapore
7793: Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs
Pengda Qin; Xin Wang; Wenhu Chen; Chunyun Zhang; Weiran Xu; William Yang Wang
Beijing University of Posts and Telecommunications; University of California, Santa Barbara; Shandong University of Finance and Economics
4433: Neural Snowball for Few-Shot Relation Learning
Tianyu Gao; Xu Han; Ruobing Xie; Zhiyuan Liu; Fen Lin; Leyu Lin; Maosong Sun
Tsinghua University; Tencent
Graph Alignment
3162: Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation
Zequn Sun; Chengming Wang; Wei Hu; Muhao Chen; Jian Dai; Wei Zhang; Yuzhong Qu
Nanjing University; University of Pennsylvania; Alibaba Group;
7248: Coordinated Reasoning for Cross-Lingual Knowledge Graph Alignment
Kun Xu; Linfeng Song; Yansong Feng; Yan Song; Dong Yu
Tencent AI Lab; Peking University
8586: COTSAE: CO-Training of Structure and Attribute Embeddings for Entity Alignment
Kai Yang; Shaoqin Liu; Junfeng Zhao; Yasha Wang; Bing Xie
Peking University
Graph Embedding
8986: InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions
Shikhar Vashishth; Soumya Sanyal; Vikram Nitin; Nilesh Agrawal; Partha Talukdar
Indian Institute of Science; Columbia University;
4560: Rule-Guided Compositional Representation Learning on Knowledge Graphs
Guanglin Niu; Yongfei Zhang; Bo Li; Peng Cui; Si Liu; Jingyang Li; Xiaowei Zhang
Beihang University; Tsinghua University; Qingdao University
4000: Learning Triple Embeddings from Knowledge Graphs
Valeria Fionda; Giuseppe Pirrò
DeMACs; University of Calabria; University of Rome “La Sapienza”
KBQA
3419: Skeleton-based Semantic Parsing for Complex Questions over Knowledge Bases
Yawei Sun; Lingling Zhang; Gong Cheng; Yuzhong Qu
Nanjing University
3330: Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering
Shangwen Lv; Daya Guo; Jingjing Xu; Duyu Tang; Nan Duan; Ming Gong; Linjun Shou; Daxin Jiang; Guihong Cao; Songlin Hu
Chinese Academy of Sciences; Sun-Yat Sen University; Peking University; Microsoft Research;
General/Other
10313: GraphER: Token-Centric Entity Resolution with Graph Convolutional Neural Networks
Bing Li; Wei Wang; Yifang Sun; Linhan Zhang; Muhammad Asif Ali; Yi Wang
University of New South Wales; Dongguan University of Technology
2775: Reasoning on Knowledge Graphs with Debate Dynamics
Marcel Hildebrandt; Jorge Andres Quintero Serna; Yunpu Ma; Martin Ringsquandl; Mitchell Joblin; Volker Tresp
Siemens; Ludwig Maximilian University of Munich
5161: Knowledge Graph Transfer Network for Few-Shot Recognition
Riquan Chen; Tianshui Chen; Xiaolu Hui; Hefeng Wu; Guanbin Li; Liang Lin
Sun Yat-Sen University; DarkMatter AI
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