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title: "Proceedings of the AAAI Conference on Artificial Intelligence"
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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](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2019/)

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1. **[Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting ↗](https://doi.org/10.1609/aaai.v33i01.3301922)**Shengnan Guo, Youfang Lin, Ning Feng et al.*2,953 citations*
2. **[Graph Convolutional Networks for Text Classification ↗](https://doi.org/10.1609/aaai.v33i01.33017370)**Liang Yao, Chengsheng Mao, Yuan Luo*1,983 citations*
3. **[Hypergraph Neural Networks ↗](https://doi.org/10.1609/aaai.v33i01.33013558)**Yifan Feng, Haoxuan You, Zizhao Zhang et al.*1,729 citations*
4. **[Session-Based Recommendation with Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v33i01.3301346)**Shu Wu, Yuyuan Tang, Yanqiao Zhu et al.*1,532 citations*
5. **[Deep Interest Evolution Network for Click-Through Rate Prediction ↗](https://doi.org/10.1609/aaai.v33i01.33015941)**Guorui Zhou, Na Mou, Ying Fan et al.*1,066 citations*
6. **[Envisioning AI for K-12: What Should Every Child Know about AI? ↗](https://doi.org/10.1609/aaai.v33i01.33019795)**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 Network ↗](https://doi.org/10.1609/aaai.v33i01.33019259)**Qijie Zhao, Tao Sheng, Yongtao Wang et al.*860 citations*
8. **[A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data ↗](https://doi.org/10.1609/aaai.v33i01.33011409)**Chuxu Zhang, Dongjin Song, Yuncong Chen et al.*855 citations*
9. **[Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting ↗](https://doi.org/10.1609/aaai.v33i01.33013656)**Geng Fu Xu, Yaguang Li, Leye Wang et al.*841 citations*
10. **[Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction ↗](https://doi.org/10.1609/aaai.v33i01.33015668)**Huaxiu Yao, Xianfeng Tang, Hua Wei et al.*822 citations*
11. **[Explainable Reasoning over Knowledge Graphs for Recommendation ↗](https://doi.org/10.1609/aaai.v33i01.33015329)**Xiang Wang, Dingxian Wang, Canran Xu et al.*757 citations*
12. **[Interpretation of Neural Networks Is Fragile ↗](https://doi.org/10.1609/aaai.v33i01.33013681)**Amirata Ghorbani, Abubakar Abid, James Zou*732 citations*
13. **[Neural Speech Synthesis with Transformer Network ↗](https://doi.org/10.1609/aaai.v33i01.33016706)**Naihan Li, Shujie Liu, Yanqing Liu et al.*714 citations*
14. **[End-to-End Structure-Aware Convolutional Networks for Knowledge Base Completion ↗](https://doi.org/10.1609/aaai.v33i01.33013060)**Chao Shang, Yun Tang, Jing Huang et al.*683 citations*
15. **[Direct Training for Spiking Neural Networks: Faster, Larger, Better ↗](https://doi.org/10.1609/aaai.v33i01.33011311)**Yujie Wu, Lei Deng, Guoqi Li et al.*670 citations*
16. **[GaitSet: Regarding Gait as a Set for Cross-View Gait Recognition ↗](https://doi.org/10.1609/aaai.v33i01.33018126)**Hanqing Chao, Yiwei He, Junping Zhang et al.*659 citations*
17. **[End-to-End Safe Reinforcement Learning through Barrier Functions for Safety-Critical Continuous Control Tasks ↗](https://doi.org/10.1609/aaai.v33i01.33013387)**Richard Cheng, Gábor Orosz, Richard M. Murray et al.*575 citations*
18. **[A Bottom-Up Clustering Approach to Unsupervised Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018738)**Yutian Lin, Xuanyi Dong, Liang Zheng et al.*564 citations*
19. **[Gradient Harmonized Single-Stage Detector ↗](https://doi.org/10.1609/aaai.v33i01.33018577)**Buyu Li, Yu Liu, Xiaogang Wang*530 citations*
20. **[Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons ↗](https://doi.org/10.1609/aaai.v33i01.33013779)**Byeongho 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 Learning ↗](https://doi.org/10.1609/aaai.v33i01.33015693)**Hao Yu, Sen Yang, Shenghuo Zhu B*497 citations*
22. **[Found in Translation: Learning Robust Joint Representations by Cyclic Translations between Modalities ↗](https://doi.org/10.1609/aaai.v33i01.33016892)**Hai Pham, Paul Pu Liang, Thomas Manzini et al.*481 citations*
23. **[Horizontal Pyramid Matching for Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018295)**Yang Lie Fu, Yunchao Wei, Yuqian Zhou et al.*473 citations*
24. **[Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors ↗](https://doi.org/10.1609/aaai.v33i01.33017216)**Yansen Wang, Ying Shen, Zhun Liu et al.*466 citations*
25. **[TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents ↗](https://doi.org/10.1609/aaai.v33i01.33016120)**Yuexin Ma, Xinge Zhu, Sibo Zhang et al.*446 citations*
26. **[Show, Attend and Read: A Simple and Strong Baseline for Irregular Text Recognition ↗](https://doi.org/10.1609/aaai.v33i01.33018610)**Hui Li, Peng Wang, Chunhua Shen et al.*432 citations*
27. **[Talking Face Generation by Adversarially Disentangled Audio-Visual Representation ↗](https://doi.org/10.1609/aaai.v33i01.33019299)**Hang Zhou, Yu Liu, Ziwei Liu et al.*409 citations*
28. **[Aligning Domain-Specific Distribution and Classifier for Cross-Domain Classification from Multiple Sources ↗](https://doi.org/10.1609/aaai.v33i01.33015989)**Yongchun Zhu, Fuzhen Zhuang, Deqing Wang*387 citations*
29. **[Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification ↗](https://doi.org/10.1609/aaai.v33i01.33016407)**Tianyu Gao, Xu Han, Zhiyuan Liu et al.*379 citations*
30. **[RSA: Byzantine-Robust Stochastic Aggregation Methods for Distributed Learning from Heterogeneous Datasets ↗](https://doi.org/10.1609/aaai.v33i01.33011544)**Liping Li, Wei Xu, Tianyi Chen et al.*373 citations*
31. **[CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison ↗](https://doi.org/10.1609/aaai.v33i01.3301590)**Jeremy Irvin, Pranav Rajpurkar, Michael Ko et al.*365 citations*
32. **[AutoZOOM: Autoencoder-Based Zeroth Order Optimization Method for Attacking Black-Box Neural Networks ↗](https://doi.org/10.1609/aaai.v33i01.3301742)**Chun‐Chen Tu, Paishun Ting, Pin‐Yu Chen et al.*361 citations*
33. **[GeniePath: Graph Neural Networks with Adaptive Receptive Paths ↗](https://doi.org/10.1609/aaai.v33i01.33014424)**Ziqi Liu, Chaochao Chen, Longfei Li et al.*339 citations*
34. **[A Unified Model for Opinion Target Extraction and Target Sentiment Prediction ↗](https://doi.org/10.1609/aaai.v33i01.33016714)**Xin Li, Lidong Bing, Piji Li et al.*338 citations*
35. **[Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image Segmentation ↗](https://doi.org/10.1609/aaai.v33i01.3301865)**Cheng Chen, Qi Dou, Hao Chen et al.*336 citations*
36. **[To Find Where You Talk: Temporal Sentence Localization in Video with Attention Based Location Regression ↗](https://doi.org/10.1609/aaai.v33i01.33019159)**Yitian Yuan, Tao Mei, Wenwu Zhu*335 citations*
37. **[GAMENet: Graph Augmented MEmory Networks for Recommending Medication Combination ↗](https://doi.org/10.1609/aaai.v33i01.33011126)**Junyuan Shang, Cao Xiao, Tengfei Ma et al.*333 citations*
38. **[MeshNet: Mesh Neural Network for 3D Shape Representation ↗](https://doi.org/10.1609/aaai.v33i01.33018279)**Yutong Feng, Yifan Feng, Haoxuan You et al.*328 citations*
39. **[Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting ↗](https://doi.org/10.1609/aaai.v33i01.3301890)**Zulong Diao, Xin Wang, Dafang Zhang et al.*321 citations*
40. **[Regularized Evolution for Image Classifier Architecture Search ↗](https://doi.org/10.1609/aaai.v33i01.33014780)**Esteban Real, Alok Aggarwal, Yanping Huang et al.*320 citations*
41. **[Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles ↗](https://doi.org/10.1609/aaai.v33i01.33018545)**Dahun Kim, Donghyeon Cho, In So Kweon*319 citations*
42. **[Precision-Recall versus Accuracy and the Role of Large Data Sets ↗](https://doi.org/10.1609/aaai.v33i01.33014039)**Brendan Juba, Hai S. Le*318 citations*
43. **[Point2Sequence: Learning the Shape Representation of 3D Point Clouds with an Attention-Based Sequence to Sequence Network ↗](https://doi.org/10.1609/aaai.v33i01.33018778)**Xinhai Liu, Zhizhong Han, Yu-Shen Liu et al.*315 citations*
44. **[Entity Alignment between Knowledge Graphs Using Attribute Embeddings ↗](https://doi.org/10.1609/aaai.v33i01.3301297)**Bayu Distiawan Trisedya, Jianzhong Qi, Rui Zhang*312 citations*
45. **[Plan-and-Write: Towards Better Automatic Storytelling ↗](https://doi.org/10.1609/aaai.v33i01.33017378)**Lili Yao, Nanyun Peng, Ralph Weischedel et al.*308 citations*
46. **[Multilevel Language and Vision Integration for Text-to-Clip Retrieval ↗](https://doi.org/10.1609/aaai.v33i01.33019062)**Huijuan Xu, Kun He, Bryan A. Plummer et al.*307 citations*
47. **[Unsupervised Fake News Detection on Social Media: A Generative Approach ↗](https://doi.org/10.1609/aaai.v33i01.33015644)**Shuo Yang, Kai Shu, Suhang Wang et al.*306 citations*
48. **[Knowledge-Driven Encode, Retrieve, Paraphrase for Medical Image Report Generation ↗](https://doi.org/10.1609/aaai.v33i01.33016666)**Christy Y. Li, Xiaodan Liang, Zhiting Hu et al.*299 citations*
49. **[Robust Multi-Agent Reinforcement Learning via Minimax Deep Deterministic Policy Gradient ↗](https://doi.org/10.1609/aaai.v33i01.33014213)**Shihui Li, Yi Wu, Xinyue Cui et al.*290 citations*
50. **[MonoGRNet: A Geometric Reasoning Network for Monocular 3D Object Localization ↗](https://doi.org/10.1609/aaai.v33i01.33018851)**Zengyi Qin, Jinglu Wang, Yan Lu*287 citations*
51. **[Transferable Attention for Domain Adaptation ↗](https://doi.org/10.1609/aaai.v33i01.33015345)**Ximei Wang, Liang Li, Weirui Ye et al.*287 citations*
52. **[Where to Go Next: A Spatio-Temporal Gated Network for Next POI Recommendation ↗](https://doi.org/10.1609/aaai.v33i01.33015877)**Pengpeng Zhao, Haifeng Zhu, Yanchi Liu et al.*283 citations*
53. **[HSME: Hypersphere Manifold Embedding for Visible Thermal Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018385)**Hao Yi, Nannan Wang, Jie Li et al.*281 citations*
54. **[Updates in Human-AI Teams: Understanding and Addressing the Performance/Compatibility Tradeoff ↗](https://doi.org/10.1609/aaai.v33i01.33012429)**Gagan Bansal, Besmira Nushi, Ece Semiha Kamar et al.*280 citations*
55. **[ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering](https://md.research.elamur.ai/free/en/papers/yu-2019-activitynet-qa-dataset-understanding-complex/)**Yu Zhou, Dejing Xu, Jun Yu et al.*276 citations · our summary*
56. **[DeepSTN+: Context-Aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis ↗](https://doi.org/10.1609/aaai.v33i01.33011020)**Ziqian Lin, Jie Feng, Ziyang Lu et al.*268 citations*
57. **[Devil in the Details: Towards Accurate Single and Multiple Human Parsing ↗](https://doi.org/10.1609/aaai.v33i01.33014814)**Tao Ruan, Ting Liu, Zilong Huang et al.*268 citations*
58. **[Perceptual-Sensitive GAN for Generating Adversarial Patches ↗](https://doi.org/10.1609/aaai.v33i01.33011028)**Aishan Liu, Xianglong Liu, Jiaxin Fan et al.*266 citations*
59. **[Combining Fact Extraction and Verification with Neural Semantic Matching Networks ↗](https://doi.org/10.1609/aaai.v33i01.33016859)**Yixin Nie, Haonan Chen, Mohit Bansal*265 citations*
60. **[InfoVAE: Balancing Learning and Inference in Variational Autoencoders ↗](https://doi.org/10.1609/aaai.v33i01.33015885)**Shengjia Zhao, Jiaming Song, Stefano Ermon*265 citations*
61. **[RepeatNet: A Repeat Aware Neural Recommendation Machine for Session-Based Recommendation ↗](https://doi.org/10.1609/aaai.v33i01.33014806)**Pengjie Ren, Zhumin Chen, Jing Li et al.*264 citations*
62. **[Spatio-Temporal Graph Routing for Skeleton-Based Action Recognition ↗](https://doi.org/10.1609/aaai.v33i01.33018561)**Bin Li, Xi Li, Zhongfei Mark Zhang et al.*261 citations*
63. **[PopBots: Designing an Artificial Intelligence Curriculum for Early Childhood Education ↗](https://doi.org/10.1609/aaai.v33i01.33019729)**Randi Williams, Hae Won Park, Lauren Oh et al.*260 citations*
64. **[Beyond RNNs: Positional Self-Attention with Co-Attention for Video Question Answering ↗](https://doi.org/10.1609/aaai.v33i01.33018658)**Xiangpeng Li, Jingkuan Song, Lianli Gao et al.*259 citations*
65. **[MixUp as Locally Linear Out-of-Manifold Regularization ↗](https://doi.org/10.1609/aaai.v33i01.33013714)**Hongyu Guo, Yongyi Mao, Richong Zhang*257 citations*
66. **[Unified Embedding Alignment with Missing Views Inferring for Incomplete Multi-View Clustering ↗](https://doi.org/10.1609/aaai.v33i01.33015393)**Jie Wen, Zheng Zhang, Yong Dong Xu et al.*256 citations*
67. **[Distribution Consistency Based Covariance Metric Networks for Few-Shot Learning ↗](https://doi.org/10.1609/aaai.v33i01.33018642)**Wenbin Li, Jinglin Xu, Jing Huo et al.*255 citations*
68. **[Multi-Interactive Memory Network for Aspect Based Multimodal Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v33i01.3301371)**Nan Xu, Wenji Mao, Guandan Chen*252 citations*
69. **[Scene Text Recognition from Two-Dimensional Perspective ↗](https://doi.org/10.1609/aaai.v33i01.33018714)**Minghui Liao, Jian Zhang, Zhaoyi Wan et al.*251 citations*
70. **[Searching with Consistent Prioritization for Multi-Agent Path Finding ↗](https://doi.org/10.1609/aaai.v33i01.33017643)**Hang Ma, Daniel Harabor, Peter J. Stuckey et al.*241 citations*
71. **[Gated Residual Recurrent Graph Neural Networks for Traffic Prediction ↗](https://doi.org/10.1609/aaai.v33i01.3301485)**Cen Chen, Kenli Li, Sin G. Teo et al.*236 citations*
72. **[Scene Text Detection with Supervised Pyramid Context Network ↗](https://doi.org/10.1609/aaai.v33i01.33019038)**Enze Xie, Yuhang Zang, Shuai Shao et al.*236 citations*
73. **[Understanding Dropouts in MOOCs ↗](https://doi.org/10.1609/aaai.v33i01.3301517)**Wenzheng Feng, Jie Tang, Tracy Xiao Liu*234 citations*
74. **[RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series ↗](https://doi.org/10.1609/aaai.v33i01.33015409)**Qingsong Wen, Jingkun Gao, Xiaomin Song et al.*233 citations*
75. **[Joint Domain Alignment and Discriminative Feature Learning for Unsupervised Deep Domain Adaptation ↗](https://doi.org/10.1609/aaai.v33i01.33013296)**Chao 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 Graphs ↗](https://doi.org/10.1609/aaai.v33i01.33018303)**Junyu Gao, Tianzhu Zhang, Changsheng Xu*219 citations*
77. **[A Hierarchical Framework for Relation Extraction with Reinforcement Learning ↗](https://doi.org/10.1609/aaai.v33i01.33017072)**Ryuichi Takanobu, Tianyang Zhang, Jiexi Liu et al.*215 citations*
78. **[Meaningful Explanations of Black Box AI Decision Systems ↗](https://doi.org/10.1609/aaai.v33i01.33019780)**Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti et al.*213 citations*
79. **[Anomaly Detection Using Autoencoders in High Performance Computing Systems ↗](https://doi.org/10.1609/aaai.v33i01.33019428)**Andrea Borghesi, Andrea Giorgio Bartolini, Michele Lombardi et al.*210 citations*
80. **[Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization ↗](https://doi.org/10.1609/aaai.v33i01.33011658)**Bryan Wilder, Bistra Dilkina, Milind Tambe*210 citations*
81. **[Semantic Sentence Matching with Densely-Connected Recurrent and Co-Attentive Information ↗](https://doi.org/10.1609/aaai.v33i01.33016586)**Seonhoon Kim, In-Ho Kang, Nojun Kwak*203 citations*
82. **[Bayesian Graph Convolutional Neural Networks for Semi-Supervised Classification ↗](https://doi.org/10.1609/aaai.v33i01.33015829)**Yingxue Zhang, Soumyasundar Pal, Mark Coates et al.*199 citations*
83. **[Multi-Task Deep Reinforcement Learning with PopArt ↗](https://doi.org/10.1609/aaai.v33i01.33013796)**Matteo Hessel, Hubert Soyer, Lasse Espeholt et al.*196 citations*
84. **[Spatial-Temporal Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018933)**Guangcong Wang, Jianhuang Lai, Peigen Huang et al.*196 citations*
85. **[DAN: Deep Attention Neural Network for News Recommendation ↗](https://doi.org/10.1609/aaai.v33i01.33015973)**Qiannan 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 Networks ↗](https://doi.org/10.1609/aaai.v33i01.33017386)**Michihiro Yasunaga, Jungo Kasai, Rui Zhang et al.*192 citations*
87. **[Depthwise Convolution Is All You Need for Learning Multiple Visual Domains ↗](https://doi.org/10.1609/aaai.v33i01.33018368)**Yunhui Guo, Yandong Li, Liqiang Wang et al.*190 citations*
88. **[Tensor Ring Decomposition with Rank Minimization on Latent Space: An Efficient Approach for Tensor Completion ↗](https://doi.org/10.1609/aaai.v33i01.33019151)**Longhao Yuan, Chao Li, Danilo P. Mandic et al.*190 citations*
89. **[Hierarchical Reinforcement Learning for Course Recommendation in MOOCs ↗](https://doi.org/10.1609/aaai.v33i01.3301435)**Jing Zhang, Bowen Hao, Bo Chen et al.*188 citations*
90. **[Semantic Proposal for Activity Localization in Videos via Sentence Query ↗](https://doi.org/10.1609/aaai.v33i01.33018199)**Shaoxiang Chen, Yu–Gang Jiang*187 citations*
91. **[DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender System ↗](https://doi.org/10.1609/aaai.v33i01.330161)**Zhi‐Hong Deng, Ling Huang, Chang‐Dong Wang et al.*184 citations*
92. **[Multi-Scale 3D Convolution Network for Video Based Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018618)**Jianing Li, Shiliang Steven Zhang, Tiejun Huang*183 citations*
93. **[Data-Distortion Guided Self-Distillation for Deep Neural Networks ↗](https://doi.org/10.1609/aaai.v33i01.33015565)**Ting-Bing Xu, Cheng‐Lin Liu*178 citations*
94. **[Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing ↗](https://doi.org/10.1609/aaai.v33i01.3301750)**Jill-Jênn Vie, Hisashi Kashima*176 citations*
95. **[Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective ↗](https://doi.org/10.1609/aaai.v33i01.33011052)**Chengqiang Lu, Qi Liu, Chao Wang et al.*176 citations*
96. **[Improving Neural Question Generation Using Answer Separation ↗](https://doi.org/10.1609/aaai.v33i01.33016602)**Yanghoon Kim, Hwanhee Lee, Joongbo Shin et al.*174 citations*
97. **[Selective Refinement Network for High Performance Face Detection ↗](https://doi.org/10.1609/aaai.v33i01.33018231)**Cheng Chi, Shifeng Zhang, Junliang Xing et al.*171 citations*
98. **[STA: Spatial-Temporal Attention for Large-Scale Video-Based Person Re-Identification ↗](https://doi.org/10.1609/aaai.v33i01.33018287)**Yang Fu, Xiaoyang Wang, Yunchao Wei et al.*170 citations*
99. **[DDFlow: Learning Optical Flow with Unlabeled Data Distillation ↗](https://doi.org/10.1609/aaai.v33i01.33018770)**Pengpeng Liu, Irwin King, Michael Rung-Tsong Lyu et al.*169 citations*
100. **[Video Inpainting by Jointly Learning Temporal Structure and Spatial Details ↗](https://doi.org/10.1609/aaai.v33i01.33015232)**Chuan Wang, Haibin Huang, Xiaoguang Han et al.*169 citations*

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