Liying Cheng, Dekun Wu, Lidong Bing and

Yan Zhang, Zhanming Jie, Wei Lu, Luo Si

Keywords Abstract Paper

knowledge-to-text generation, information loss, kg, graph-to-sequence models

Bhushan Kotnis, Carolin Lawrence, Mathias Niepert

Keywords Abstract Paper

Zequn Sun, Muhao Chen, Wei Hu and

Chengming Wang, Jian Dai, Wei Zhang

Keywords Abstract Paper

capturing associations, entity alignment, entity inference, nlp applications

Benjamin Sanchez-Lengeling, Jennifer Wei, Brian Lee and

Emily Reif, Peter Wang, Wesley Qian, Kevin McCloskey, Lucy Colwell , Alexander Wiltschko

Keywords Abstract Paper

Jiawei Sheng, Shu Guo, Zhenyu Chen and

Juwei Yue, Lihong Wang, Tingwen Liu, Hongbo Xu

Keywords Abstract Paper

few-shot completion, knowledge acquisition, link prediction, adaptive network

Zijun Cui, Pavan Kapanipathi, Kartik Talamadupula and

Tian Gao, Qiang Ji

Keywords Abstract Paper

Jiajun Chen, Huarui He, Feng Wu, Jie Wang

Keywords Abstract Paper

Tengwei Song, Jie Luo, Lei Huang

Keywords Abstract Paper

graph learning

Ines Chami, Adva Wolf, Da-Cheng Juan and

Frederic Sala, Sujith Ravi, Christopher Ré

Keywords Abstract Paper

high-fidelity representations, Low-Dimensional Embeddings, Knowledge embeddings, KGs

Carl Allen, Ivana Balazevic, Timothy Hospedales

Keywords Abstract Paper

word embedding, representation learning, knowledge graphs

Apoorv Saxena, Aditay Tripathi, Partha Talukdar

Keywords Abstract Paper

Multi-hop Answering, Question task, natural queries, multi-hop KGQA

Martin Schmitt, Sahand Sharifzadeh, Volker Tresp, Hinrich Schütze

Keywords Abstract Paper

graph-to-text generation, text-to-graph extraction, semantic parsing, unsupervised generation

Yao Zhang, Xu Zhang, Jun Wang and

Hongru Liang, Wenqiang Lei, Zhe Sun, Adam Jatowt, Zhenglu Yang

Keywords Abstract Paper

Yongqi Zhang, Quanming Yao, Lei Chen

Keywords Abstract Paper

Pouya Pezeshkpour, Yifan Tian, Sameer Singh

Keywords Abstract Paper

Knowledge Graph Completion, Link prediction, Calibration, Triple Classification

Thanh Lam Hoang, Gabriele Picco, Yufang Hou and

Young-Suk Lee, Lam Nguyen, Dzung Phan, Vanessa Lopez, Ramon Fernandez Astudillo

Keywords Abstract Paper

deep learning, machine learning, graph learning, language

Yue He, Peng Cui, Jianxin Ma and

Hao Zou, Xiaowei Wang, Hongxia Yang, Philip S. Yu

Keywords Abstract Paper

multiple environments, stability, graph structure, selection bias

Marcin Pietrasik, Marek Reformat

Keywords Abstract Paper

Erik Arakelyan, Daniel Daza, Pasquale Minervini, Michael Cochez

Keywords Abstract Paper

neural link prediction, complex query answering

Maria Angela Pellegrino, Abdulrahman Altabba, Martina Garofalo and

Petar Ristoski, Michael Cochez

Keywords Abstract Paper

Ali Sadeghian, Mohammadreza Armandpour, Anthony Colas, Daisy Zhe Wang

Keywords Abstract Paper

Ernesto Jiménez-Ruiz, Oktie Hassanzadeh, Vasilis Efthymiou and

Jiaoyan Chen, Kavitha Srinivas

Keywords Abstract Paper

Daniel Ruffinelli, Samuel Broscheit, Rainer Gemulla

Keywords Abstract Paper

knowledge graph embeddings, hyperparameter optimization

Xiaoyu Kou, Bingfeng Luo, Huang Hu, Yan Zhang

Keywords Abstract Paper

kg embedding, neural architecture search, knowledge graph

Petar Veličković, Lars Buesing, Matt Overlan and

Razvan Pascanu, Oriol Vinyals, Charles Blundell

Keywords Abstract Paper

Saurabh Srivastava, Mayur Patidar, Sudip Chowdhury and

Puneet Agarwal, Indrajit Bhattacharya, Gautam Shroff

Keywords Abstract Paper

YU HAO, Xin Cao, Yufan Sheng and

Yixiang Fang, Wei Wang

Keywords Abstract Paper

deep learning, graph learning, representation learning

Saiping Guan, Xiaolong Jin, Jiafeng Guo and

Yuanzhuo Wang, Xueqi Cheng

Keywords Abstract Paper

Knowledge Inference, NeuInfer, neural model, N-ary Facts

Jian Liu, Jinan Xu, Yufeng Chen, Yujie Zhang

Keywords Abstract Paper

Natural Language Processing, Information Extraction, Natural Language Processing

Huaxiu Yao, Xian Wu, Zhiqiang Tao and

Yaliang Li, Bolin Ding, Ruirui Li, Zhenhui Li

Keywords Abstract Paper

meta-learning, task heterogeneity, meta-knowledge graph

Donghan Yu, Ruohong Zhang, Zhengbao Jiang and

Yuexin Wu, Yiming Yang

Keywords Abstract Paper

graph convolutional network, graph learning, semi-supervised learning

Yuyu Zhang, Xinshi Chen, Yuan Yang and

Arun Ramamurthy, Bo Li, Yuan Qi, Le Song

Keywords Abstract Paper

probabilistic logic reasoning, Markov Logic Networks, graph neural networks

Takanori Maehara, Hoang NT

Keywords Abstract Paper

theory, machine learning, graph learning

Johannes K. Fichte, Markus Hecher, Arne Meier

Keywords Abstract Paper

Qinzhuo Wu, Qi Zhang, Jinlan Fu, Xuanjing Huang

Keywords Abstract Paper

natural tasks, math solving, generation, knowledge-aware representations

Hao Yuan, Haiyang Yu, Jie Wang and

Kang Li, Shuiwang Ji

Keywords Abstract Paper

Deep Learning

Zhenqi Zhao, Yuchen Guo, Dingxian Wang and

Yufan Huang, Xiangnan He, Bin Gu

Keywords Abstract Paper

Melanie Weber

Keywords Abstract Paper

Raeid Saqur, Karthik Narasimhan

Keywords Abstract Paper

Dongsheng Luo, Wei Cheng, Dongkuan Xu and

Wenchao Yu, Bo Zong, Haifeng Chen, Xiang Zhang

Keywords Abstract Paper