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Proceedings of the AAAI Conference on Artificial Intelligence 2019: all accepted papers

1,341 papers · page 1 of 14 · the most cited first · ← Proceedings of the AAAI Conference on Artificial Intelligence 2019

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  1. Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow ForecastingShengnan Guo, Youfang Lin, Ning Feng et al.2,953 citations
  2. Graph Convolutional Networks for Text ClassificationLiang Yao, Chengsheng Mao, Yuan Luo1,983 citations
  3. Hypergraph Neural NetworksYifan Feng, Haoxuan You, Zizhao Zhang et al.1,729 citations
  4. Session-Based Recommendation with Graph Neural NetworksShu Wu, Yuyuan Tang, Yanqiao Zhu et al.1,532 citations
  5. Deep Interest Evolution Network for Click-Through Rate PredictionGuorui Zhou, Na Mou, Ying Fan et al.1,066 citations
  6. Envisioning AI for K-12: What Should Every Child Know about AI?David S. Touretzky, Christina Gardner‐McCune, Fred G. Martin et al.890 citations
  7. M2Det: A Single-Shot Object Detector Based on Multi-Level Feature Pyramid NetworkQijie Zhao, Tao Sheng, Yongtao Wang et al.860 citations
  8. A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series DataChuxu Zhang, Dongjin Song, Yuncong Chen et al.855 citations
  9. Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand ForecastingGeng Fu Xu, Yaguang Li, Leye Wang et al.841 citations
  10. Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic PredictionHuaxiu Yao, Xianfeng Tang, Hua Wei et al.822 citations
  11. Explainable Reasoning over Knowledge Graphs for RecommendationXiang Wang, Dingxian Wang, Canran Xu et al.757 citations
  12. Interpretation of Neural Networks Is FragileAmirata Ghorbani, Abubakar Abid, James Zou732 citations
  13. Neural Speech Synthesis with Transformer NetworkNaihan Li, Shujie Liu, Yanqing Liu et al.714 citations
  14. End-to-End Structure-Aware Convolutional Networks for Knowledge Base CompletionChao Shang, Yun Tang, Jing Huang et al.683 citations
  15. Direct Training for Spiking Neural Networks: Faster, Larger, BetterYujie Wu, Lei Deng, Guoqi Li et al.670 citations
  16. GaitSet: Regarding Gait as a Set for Cross-View Gait RecognitionHanqing Chao, Yiwei He, Junping Zhang et al.659 citations
  17. End-to-End Safe Reinforcement Learning through Barrier Functions for Safety-Critical Continuous Control TasksRichard Cheng, Gábor Orosz, Richard M. Murray et al.575 citations
  18. A Bottom-Up Clustering Approach to Unsupervised Person Re-IdentificationYutian Lin, Xuanyi Dong, Liang Zheng et al.564 citations
  19. Gradient Harmonized Single-Stage DetectorBuyu Li, Yu Liu, Xiaogang Wang530 citations
  20. Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden NeuronsByeongho Heo, Minsik Lee, Sangdoo Yun et al.522 citations
  21. Parallel Restarted SGD with Faster Convergence and Less Communication: Demystifying Why Model Averaging Works for Deep LearningHao Yu, Sen Yang, Shenghuo Zhu B497 citations
  22. Found in Translation: Learning Robust Joint Representations by Cyclic Translations between ModalitiesHai Pham, Paul Pu Liang, Thomas Manzini et al.481 citations
  23. Horizontal Pyramid Matching for Person Re-IdentificationYang Lie Fu, Yunchao Wei, Yuqian Zhou et al.473 citations
  24. Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal BehaviorsYansen Wang, Ying Shen, Zhun Liu et al.466 citations
  25. TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-AgentsYuexin Ma, Xinge Zhu, Sibo Zhang et al.446 citations
  26. Show, Attend and Read: A Simple and Strong Baseline for Irregular Text RecognitionHui Li, Peng Wang, Chunhua Shen et al.432 citations
  27. Talking Face Generation by Adversarially Disentangled Audio-Visual RepresentationHang Zhou, Yu Liu, Ziwei Liu et al.409 citations
  28. Aligning Domain-Specific Distribution and Classifier for Cross-Domain Classification from Multiple SourcesYongchun Zhu, Fuzhen Zhuang, Deqing Wang387 citations
  29. Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation ClassificationTianyu Gao, Xu Han, Zhiyuan Liu et al.379 citations
  30. RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous DatasetsLiping Li, Wei Xu, Tianyi Chen et al.373 citations
  31. CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert ComparisonJeremy Irvin, Pranav Rajpurkar, Michael Ko et al.365 citations
  32. AutoZOOM: Autoencoder-Based Zeroth Order Optimization Method for Attacking Black-Box Neural NetworksChun‐Chen Tu, Paishun Ting, Pin‐Yu Chen et al.361 citations
  33. GeniePath: Graph Neural Networks with Adaptive Receptive PathsZiqi Liu, Chaochao Chen, Longfei Li et al.339 citations
  34. A Unified Model for Opinion Target Extraction and Target Sentiment PredictionXin Li, Lidong Bing, Piji Li et al.338 citations
  35. Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image SegmentationCheng Chen, Qi Dou, Hao Chen et al.336 citations
  36. To Find Where You Talk: Temporal Sentence Localization in Video with Attention Based Location RegressionYitian Yuan, Tao Mei, Wenwu Zhu335 citations
  37. GAMENet: Graph Augmented MEmory Networks for Recommending Medication CombinationJunyuan Shang, Cao Xiao, Tengfei Ma et al.333 citations
  38. MeshNet: Mesh Neural Network for 3D Shape RepresentationYutong Feng, Yifan Feng, Haoxuan You et al.328 citations
  39. Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic ForecastingZulong Diao, Xin Wang, Dafang Zhang et al.321 citations
  40. Regularized Evolution for Image Classifier Architecture SearchEsteban Real, Alok Aggarwal, Yanping Huang et al.320 citations
  41. Self-Supervised Video Representation Learning with Space-Time Cubic PuzzlesDahun Kim, Donghyeon Cho, In So Kweon319 citations
  42. Precision-Recall versus Accuracy and the Role of Large Data SetsBrendan Juba, Hai S. Le318 citations
  43. Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-Based Sequence to Sequence NetworkXinhai Liu, Zhizhong Han, Yu-Shen Liu et al.315 citations
  44. Entity Alignment between Knowledge Graphs Using Attribute EmbeddingsBayu Distiawan Trisedya, Jianzhong Qi, Rui Zhang312 citations
  45. Plan-and-Write: Towards Better Automatic StorytellingLili Yao, Nanyun Peng, Ralph Weischedel et al.308 citations
  46. Multilevel Language and Vision Integration for Text-to-Clip RetrievalHuijuan Xu, Kun He, Bryan A. Plummer et al.307 citations
  47. Unsupervised Fake News Detection on Social Media: A Generative ApproachShuo Yang, Kai Shu, Suhang Wang et al.306 citations
  48. Knowledge-Driven Encode, Retrieve, Paraphrase for Medical Image Report GenerationChristy Y. Li, Xiaodan Liang, Zhiting Hu et al.299 citations
  49. Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy GradientShihui Li, Yi Wu, Xinyue Cui et al.290 citations
  50. MonoGRNet: A Geometric Reasoning Network for Monocular 3D Object LocalizationZengyi Qin, Jinglu Wang, Yan Lu287 citations
  51. Transferable Attention for Domain AdaptationXimei Wang, Liang Li, Weirui Ye et al.287 citations
  52. Where to Go Next: A Spatio-Temporal Gated Network for Next POI RecommendationPengpeng Zhao, Haifeng Zhu, Yanchi Liu et al.283 citations
  53. HSME: Hypersphere Manifold Embedding for Visible Thermal Person Re-IdentificationHao Yi, Nannan Wang, Jie Li et al.281 citations
  54. Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility TradeoffGagan Bansal, Besmira Nushi, Ece Semiha Kamar et al.280 citations
  55. ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question AnsweringYu Zhou, Dejing Xu, Jun Yu et al.276 citations · our summary
  56. DeepSTN+: Context-Aware Spatial-Temporal Neural Network for Crowd Flow Prediction in MetropolisZiqian Lin, Jie Feng, Ziyang Lu et al.268 citations
  57. Devil in the Details: Towards Accurate Single and Multiple Human ParsingTao Ruan, Ting Liu, Zilong Huang et al.268 citations
  58. Perceptual-Sensitive GAN for Generating Adversarial PatchesAishan Liu, Xianglong Liu, Jiaxin Fan et al.266 citations
  59. Combining Fact Extraction and Verification with Neural Semantic Matching NetworksYixin Nie, Haonan Chen, Mohit Bansal265 citations
  60. InfoVAE: Balancing Learning and Inference in Variational AutoencodersShengjia Zhao, Jiaming Song, Stefano Ermon265 citations
  61. RepeatNet: A Repeat Aware Neural Recommendation Machine for Session-Based RecommendationPengjie Ren, Zhumin Chen, Jing Li et al.264 citations
  62. Spatio-Temporal Graph Routing for Skeleton-Based Action RecognitionBin Li, Xi Li, Zhongfei Mark Zhang et al.261 citations
  63. PopBots: Designing an Artificial Intelligence Curriculum for Early Childhood EducationRandi Williams, Hae Won Park, Lauren Oh et al.260 citations
  64. Beyond RNNs: Positional Self-Attention with Co-Attention for Video Question AnsweringXiangpeng Li, Jingkuan Song, Lianli Gao et al.259 citations
  65. MixUp as Locally Linear Out-of-Manifold RegularizationHongyu Guo, Yongyi Mao, Richong Zhang257 citations
  66. Unified Embedding Alignment with Missing Views Inferring for Incomplete Multi-View ClusteringJie Wen, Zheng Zhang, Yong Dong Xu et al.256 citations
  67. Distribution Consistency Based Covariance Metric Networks for Few-Shot LearningWenbin Li, Jinglin Xu, Jing Huo et al.255 citations
  68. Multi-Interactive Memory Network for Aspect Based Multimodal Sentiment AnalysisNan Xu, Wenji Mao, Guandan Chen252 citations
  69. Scene Text Recognition from Two-Dimensional PerspectiveMinghui Liao, Jian Zhang, Zhaoyi Wan et al.251 citations
  70. Searching with Consistent Prioritization for Multi-Agent Path FindingHang Ma, Daniel Harabor, Peter J. Stuckey et al.241 citations
  71. Gated Residual Recurrent Graph Neural Networks for Traffic PredictionCen Chen, Kenli Li, Sin G. Teo et al.236 citations
  72. Scene Text Detection with Supervised Pyramid Context NetworkEnze Xie, Yuhang Zang, Shuai Shao et al.236 citations
  73. Understanding Dropouts in MOOCsWenzheng Feng, Jie Tang, Tracy Xiao Liu234 citations
  74. RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time SeriesQingsong Wen, Jingkun Gao, Xiaomin Song et al.233 citations
  75. Joint Domain Alignment and Discriminative Feature Learning for Unsupervised Deep Domain AdaptationChao Chen, Zhihong Chen, Boyuan Jiang et al.230 citations
  76. I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge GraphsJunyu Gao, Tianzhu Zhang, Changsheng Xu219 citations
  77. A Hierarchical Framework for Relation Extraction with Reinforcement LearningRyuichi Takanobu, Tianyang Zhang, Jiexi Liu et al.215 citations
  78. Meaningful Explanations of Black Box AI Decision SystemsDino Pedreschi, Fosca Giannotti, Riccardo Guidotti et al.213 citations
  79. Anomaly Detection Using Autoencoders in High Performance Computing SystemsAndrea Borghesi, Andrea Giorgio Bartolini, Michele Lombardi et al.210 citations
  80. Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial OptimizationBryan Wilder, Bistra Dilkina, Milind Tambe210 citations
  81. Semantic Sentence Matching with Densely-Connected Recurrent and Co-Attentive InformationSeonhoon Kim, In-Ho Kang, Nojun Kwak203 citations
  82. Bayesian Graph Convolutional Neural Networks for Semi-Supervised ClassificationYingxue Zhang, Soumyasundar Pal, Mark Coates et al.199 citations
  83. Multi-Task Deep Reinforcement Learning with PopArtMatteo Hessel, Hubert Soyer, Lasse Espeholt et al.196 citations
  84. Spatial-Temporal Person Re-IdentificationGuangcong Wang, Jianhuang Lai, Peigen Huang et al.196 citations
  85. DAN: Deep Attention Neural Network for News RecommendationQiannan Zhu, Xiaofei Zhou, Zeliang Song et al.192 citations
  86. ScisummNet: A Large Annotated Corpus and Content-Impact Models for Scientific Paper Summarization with Citation NetworksMichihiro Yasunaga, Jungo Kasai, Rui Zhang et al.192 citations
  87. Depthwise Convolution Is All You Need for Learning Multiple Visual DomainsYunhui Guo, Yandong Li, Liqiang Wang et al.190 citations
  88. Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor CompletionLonghao Yuan, Chao Li, Danilo P. Mandic et al.190 citations
  89. Hierarchical Reinforcement Learning for Course Recommendation in MOOCsJing Zhang, Bowen Hao, Bo Chen et al.188 citations
  90. Semantic Proposal for Activity Localization in Videos via Sentence QueryShaoxiang Chen, Yu–Gang Jiang187 citations
  91. DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender SystemZhi‐Hong Deng, Ling Huang, Chang‐Dong Wang et al.184 citations
  92. Multi-Scale 3D Convolution Network for Video Based Person Re-IdentificationJianing Li, Shiliang Steven Zhang, Tiejun Huang183 citations
  93. Data-Distortion Guided Self-Distillation for Deep Neural NetworksTing-Bing Xu, Cheng‐Lin Liu178 citations
  94. Knowledge Tracing Machines: Factorization Machines for Knowledge TracingJill-Jênn Vie, Hisashi Kashima176 citations
  95. Molecular Property Prediction: A Multilevel Quantum Interactions Modeling PerspectiveChengqiang Lu, Qi Liu, Chao Wang et al.176 citations
  96. Improving Neural Question Generation Using Answer SeparationYanghoon Kim, Hwanhee Lee, Joongbo Shin et al.174 citations
  97. Selective Refinement Network for High Performance Face DetectionCheng Chi, Shifeng Zhang, Junliang Xing et al.171 citations
  98. STA: Spatial-Temporal Attention for Large-Scale Video-Based Person Re-IdentificationYang Fu, Xiaoyang Wang, Yunchao Wei et al.170 citations
  99. DDFlow: Learning Optical Flow with Unlabeled Data DistillationPengpeng Liu, Irwin King, Michael Rung-Tsong Lyu et al.169 citations
  100. Video Inpainting by Jointly Learning Temporal Structure and Spatial DetailsChuan Wang, Haibin Huang, Xiaoguang Han et al.169 citations

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