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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 2021: all accepted papers

2,330 papers · page 1 of 24 · the most cited first · [← Proceedings of the AAAI Conference on Artificial Intelligence 2021](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2021/)

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1. **[Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting ↗](https://doi.org/10.1609/aaai.v35i12.17325)**Haoyi Zhou, Shanghang Zhang, Jieqi Peng et al.*7,301 citations*
2. **[Graph Neural Network-Based Anomaly Detection in Multivariate Time Series ↗](https://doi.org/10.1609/aaai.v35i5.16523)**Ailin Deng, Bryan Hooi*1,319 citations*
3. **[R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object ↗](https://doi.org/10.1609/aaai.v35i4.16426)**Xue Yang, Junchi Yan, Zi‐Ming Feng et al.*1,238 citations*
4. **[Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection ↗](https://doi.org/10.1609/aaai.v35i2.16207)**Jiajun Deng, Shaoshuai Shi, Peiwei Li et al.*1,008 citations*
5. **[Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting ↗](https://doi.org/10.1609/aaai.v35i5.16542)**Mengzhang Li, Zhanxing Zhu*921 citations*
6. **[Learning Modality-Specific Representations with Self-Supervised Multi-Task Learning for Multimodal Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v35i12.17289)**Wenmeng Yu, Hua Xu, Ziqi Yuan et al.*755 citations*
7. **[Personalized Cross-Silo Federated Learning on Non-IID Data ↗](https://doi.org/10.1609/aaai.v35i9.16960)**Yutao Huang, Lingyang Chu, Zirui Zhou et al.*723 citations*
8. **[Semi-supervised Medical Image Segmentation through Dual-task Consistency ↗](https://doi.org/10.1609/aaai.v35i10.17066)**Xiangde Luo, Jieneng Chen, Tao Song et al.*684 citations*
9. **[Contrastive Clustering ↗](https://doi.org/10.1609/aaai.v35i10.17037)**Yunfan Li, Peng Hu, Zitao Liu et al.*647 citations*
10. **[Fused Matrix Factorization with Geographical and Social Influence in Location-Based Social Networks ↗](https://doi.org/10.1609/aaai.v26i1.8100)**Cheng Chen, Haiqin Yang, Irwin King et al.*572 citations*
11. **[Self-Supervised Hypergraph Convolutional Networks for Session-based Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16578)**Xin Xia, Hongzhi Yin, Junliang Yu et al.*570 citations*
12. **[Beyond Low-frequency Information in Graph Convolutional Networks ↗](https://doi.org/10.1609/aaai.v35i5.16514)**Deyu Bo, Xiao Wang, Chuan Shi et al.*548 citations*
13. **[HateXplain: A Benchmark Dataset for Explainable Hate Speech Detection ↗](https://doi.org/10.1609/aaai.v35i17.17745)**Binny Mathew, Punyajoy Saha, Seid Muhie Yimam et al.*513 citations*
14. **[Unsupervised Feature Selection Using Nonnegative Spectral Analysis ↗](https://doi.org/10.1609/aaai.v26i1.8289)**Zechao Li, Yi Ping Yang, Jing Liu et al.*508 citations*
15. **[Going Deeper With Directly-Trained Larger Spiking Neural Networks ↗](https://doi.org/10.1609/aaai.v35i12.17320)**Hanle Zheng, Yujie Wu, Lei Deng et al.*506 citations*
16. **[Fine-Grained Entity Recognition ↗](https://doi.org/10.1609/aaai.v26i1.8122)**Xiao Ling, Daniel S. Weld*476 citations*
17. **[Dynamic Anchor Learning for Arbitrary-Oriented Object Detection ↗](https://doi.org/10.1609/aaai.v35i3.16336)**Qi Ming, Zhiqiang Zhou, Lingjuan Miao et al.*373 citations*
18. **[Learning Modulated Loss for Rotated Object Detection ↗](https://doi.org/10.1609/aaai.v35i3.16347)**Wen Qian, Xue Yang, Silong Peng et al.*366 citations*
19. **[Nyströmformer: A Nyström-based Algorithm for Approximating Self-Attention ↗](https://doi.org/10.1609/aaai.v35i16.17664)**Yunyang Xiong, Zhanpeng Zeng, Rudrasis Chakraborty et al.*361 citations*
20. **[Similarity Reasoning and Filtration for Image-Text Matching ↗](https://doi.org/10.1609/aaai.v35i2.16209)**Haiwen Diao, Ying Zhang, Lin Ma et al.*361 citations*
21. **[Non-Intrusive Load Monitoring Using Prior Models of General Appliance Types ↗](https://doi.org/10.1609/aaai.v26i1.8162)**Oliver Parson, Siddhartha Ghosh, Mark J. Weal et al.*354 citations*
22. **[Data Augmentation for Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i12.17315)**Tong Zhao, Yozen Liu, Leonardo Neves et al.*346 citations*
23. **[Multi-Scale Spatial Temporal Graph Convolutional Network for Skeleton-Based Action Recognition ↗](https://doi.org/10.1609/aaai.v35i2.16197)**Zhan Chen, Sicheng Li, Bing Yang et al.*339 citations*
24. **[Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks ↗](https://doi.org/10.1609/aaai.v35i5.16604)**Cunchao Zhu, Muhao Chen, Changjun Fan et al.*333 citations*
25. **[Dual-level Collaborative Transformer for Image Captioning ↗](https://doi.org/10.1609/aaai.v35i3.16328)**Yunpeng Luo, Jiayi Ji, Xiaoshuai Sun et al.*327 citations*
26. **[Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling ↗](https://doi.org/10.1609/aaai.v35i16.17717)**Wenxuan Zhou, Kevin Huang, Tengyu Ma et al.*316 citations*
27. **[CIA-SSD: Confident IoU-Aware Single-Stage Object Detector From Point Cloud ↗](https://doi.org/10.1609/aaai.v35i4.16470)**Zheng Wu, Weiliang Tang, Sijin Chen et al.*313 citations*
28. **[Local Relation Learning for Face Forgery Detection ↗](https://doi.org/10.1609/aaai.v35i2.16193)**Shen Chen, Taiping Yao, Yang Chen et al.*313 citations*
29. **[Liquid Time-constant Networks ↗](https://doi.org/10.1609/aaai.v35i9.16936)**Ramin Hasani, Mathias Lechner, Alexander Amini et al.*312 citations*
30. **[HR-Depth: High Resolution Self-Supervised Monocular Depth Estimation ↗](https://doi.org/10.1609/aaai.v35i3.16329)**Xiaoyang Lyu, Liang Liu, Mengmeng Wang et al.*310 citations*
31. **[RESA: Recurrent Feature-Shift Aggregator for Lane Detection ↗](https://doi.org/10.1609/aaai.v35i4.16469)**Tu Zheng, Hao Fang, Yi Zhang et al.*310 citations*
32. **[SMIL: Multimodal Learning with Severely Missing Modality ↗](https://doi.org/10.1609/aaai.v35i3.16330)**Mengmeng Ma, Jian Ren, Long Zhao et al.*310 citations*
33. **[Cross-Layer Distillation with Semantic Calibration ↗](https://doi.org/10.1609/aaai.v35i8.16865)**Defang Chen, Jian-Ping Mei, Yuan Zhang et al.*308 citations*
34. **[Low-Rank Matrix Recovery via Efficient Schatten p-Norm Minimization ↗](https://doi.org/10.1609/aaai.v26i1.8210)**Feiping Nie, Heng Huang, Chris H. Q. Ding*294 citations*
35. **[Online Task Assignment in Crowdsourcing Markets ↗](https://doi.org/10.1609/aaai.v26i1.8120)**Chien-Ju Ho, Jennifer Wortman Vaughan*293 citations*
36. **[Robust Lightweight Facial Expression Recognition Network with Label Distribution Training ↗](https://doi.org/10.1609/aaai.v35i4.16465)**Zengqun Zhao, Qingshan Liu, Feng Zhou*283 citations*
37. **[Sparse Single Sweep LiDAR Point Cloud Segmentation via Learning Contextual Shape Priors from Scene Completion ↗](https://doi.org/10.1609/aaai.v35i4.16419)**Yan Lei Xu, Jiantao Gao, Jie Li et al.*282 citations*
38. **[Heterogeneous Graph Structure Learning for Graph Neural Networks ↗](https://doi.org/10.1609/aaai.v35i5.16600)**Jianan Zhao, Xiao Wang, Chuan Shi et al.*281 citations*
39. **[Automatic Targetless Extrinsic Calibration of a 3D Lidar and Camera by Maximizing Mutual Information ↗](https://doi.org/10.1609/aaai.v26i1.8379)**Gaurav Pandey, James McBride, Silvio Savarese et al.*275 citations*
40. **[BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search ↗](https://doi.org/10.1609/aaai.v35i12.17233)**Colin White, Willie Neiswanger, Yash Savani*261 citations*
41. **[Lifelong Multi-Agent Path Finding in Large-Scale Warehouses ↗](https://doi.org/10.1609/aaai.v35i13.17344)**Jiaoyang Li, Andrew Tinka, Scott Kiesel et al.*253 citations*
42. **[Emoticon Smoothed Language Models for Twitter Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v26i1.8353)**Kun-Lin Liu, Wu-Jun Li, Minyi Guo*252 citations*
43. **[Addressing Class Imbalance in Federated Learning ↗](https://doi.org/10.1609/aaai.v35i11.17219)**Lixu Wang, Shichao Xu, Xiao Wang et al.*251 citations*
44. **[Multi-Label Learning by Exploiting Label Correlations Locally ↗](https://doi.org/10.1609/aaai.v26i1.8287)**Sheng-Jun Huang, Zhi‐Hua Zhou*249 citations*
45. **[Deep Fusion Clustering Network ↗](https://doi.org/10.1609/aaai.v35i11.17198)**Wenxuan Tu, Sihang Zhou, Xinwang Liu et al.*241 citations*
46. **[Knowledge-Enhanced Hierarchical Graph Transformer Network for Multi-Behavior Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16576)**Lianghao Xia, Chao Huang, Yong Xu et al.*237 citations*
47. **[Time-Critical Influence Maximization in Social Networks with Time-Delayed Diffusion Process ↗](https://doi.org/10.1609/aaai.v26i1.8204)**Wei Chen, Wei Lu, Ning Zhang*237 citations*
48. **[DialogXL: All-in-One XLNet for Multi-Party Conversation Emotion Recognition ↗](https://doi.org/10.1609/aaai.v35i15.17625)**Weizhou Shen, Junqing Chen, Xiaojun Quan et al.*230 citations*
49. **[Graph Neural Networks with Heterophily ↗](https://doi.org/10.1609/aaai.v35i12.17332)**Jiong Zhu, Ryan A. Rossi, Anup B. Rao et al.*224 citations*
50. **[Two-Stream Convolution Augmented Transformer for Human Activity Recognition ↗](https://doi.org/10.1609/aaai.v35i1.16103)**Bing Li, Wei Cui, Wei Wang et al.*224 citations*
51. **[Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network ↗](https://doi.org/10.1609/aaai.v35i17.17761)**Xiyue Zhang, Chao Huang, Yong Xu et al.*223 citations*
52. **[EECBS: A Bounded-Suboptimal Search for Multi-Agent Path Finding ↗](https://doi.org/10.1609/aaai.v35i14.17466)**Jiaoyang Li, Wheeler Ruml, Sven Koenig*220 citations*
53. **[A Joint Training Dual-MRC Framework for Aspect Based Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v35i15.17597)**Yue Mao, Yi Shen, Chao Yu et al.*218 citations*
54. **[ERNIE-ViL: Knowledge Enhanced Vision-Language Representations through Scene Graphs ↗](https://doi.org/10.1609/aaai.v35i4.16431)**Fei Richard Yu, Jiji Tang, Weichong Yin et al.*218 citations*
55. **[Shallow-UWnet: Compressed Model for Underwater Image Enhancement (Student Abstract) ↗](https://doi.org/10.1609/aaai.v35i18.17923)**Ankita Naik, Apurva Swarnakar, Kartik Mittal*217 citations*
56. **[Hierarchical Graph Convolution Network for Traffic Forecasting ↗](https://doi.org/10.1609/aaai.v35i1.16088)**Kan Guo, Yongli Hu, Yanfeng Sun et al.*211 citations*
57. **[RETRACTED: Multi-modal Graph Fusion for Named Entity Recognition with Targeted Visual Guidance ↗](https://doi.org/10.1609/aaai.v35i16.17687)**Dong Zhang, Suzhong Wei, Shoushan Li et al.*211 citations*
58. **[Camera-Aware Proxies for Unsupervised Person Re-Identification ↗](https://doi.org/10.1609/aaai.v35i4.16381)**Menglin Wang, Baisheng Lai, Jianqiang Huang et al.*206 citations*
59. **[Bidirectional Machine Reading Comprehension for Aspect Sentiment Triplet Extraction ↗](https://doi.org/10.1609/aaai.v35i14.17500)**Shaowei Chen, Yu Wang, Jie Liu et al.*205 citations*
60. **[Appearance-Motion Memory Consistency Network for Video Anomaly Detection ↗](https://doi.org/10.1609/aaai.v35i2.16177)**Ruichu Cai, Hao Zhang, Wen Liu et al.*204 citations*
61. **[Deep Graph-neighbor Coherence Preserving Network for Unsupervised Cross-modal Hashing ↗](https://doi.org/10.1609/aaai.v35i5.16592)**Jun Yu, Hao Zhou, Yibing Zhan et al.*197 citations*
62. **[Graph Heterogeneous Multi-Relational Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16515)**Chong Chen, Weizhi Ma, Min Zhang et al.*197 citations*
63. **[Generative Semi-supervised Learning for Multivariate Time Series Imputation ↗](https://doi.org/10.1609/aaai.v35i10.17086)**Xiaoye Miao, Yangyang Wu, Jun Wang et al.*194 citations*
64. **[Meta Label Correction for Noisy Label Learning ↗](https://doi.org/10.1609/aaai.v35i12.17319)**Guoqing Zheng, Ahmed Hassan Awadallah, Susan Dumais*193 citations*
65. **[Entity Structure Within and Throughout: Modeling Mention Dependencies for Document-Level Relation Extraction ↗](https://doi.org/10.1609/aaai.v35i16.17665)**Benfeng Xu, Quan Wang, Yajuan Lyu et al.*192 citations*
66. **[Using Hindsight to Anchor Past Knowledge in Continual Learning ↗](https://doi.org/10.1609/aaai.v35i8.16861)**Arslan Chaudhry, Albert Gordo, Puneet K. Dokania et al.*191 citations*
67. **[Retrospective Reader for Machine Reading Comprehension ↗](https://doi.org/10.1609/aaai.v35i16.17705)**Zhuosheng Zhang, Junjie Yang, Hai Zhao*190 citations*
68. **[Online Class-Incremental Continual Learning with Adversarial Shapley Value ↗](https://doi.org/10.1609/aaai.v35i11.17159)**Dongsub Shim, Zheda Mai, Jihwan Jeong et al.*189 citations*
69. **[Self-Attention Attribution: Interpreting Information Interactions Inside Transformer ↗](https://doi.org/10.1609/aaai.v35i14.17533)**Yaru Hao, Li Dong, Furu Wei et al.*189 citations*
70. **[ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning ↗](https://doi.org/10.1609/aaai.v35i12.17275)**Zhewei Yao, Amir Gholami, Sheng Shen et al.*188 citations*
71. **[Coupled Layer-wise Graph Convolution for Transportation Demand Prediction ↗](https://doi.org/10.1609/aaai.v35i5.16591)**Junchen Ye, Leilei Sun, Bowen Du et al.*188 citations*
72. **[Knowledge-aware Coupled Graph Neural Network for Social Recommendation ↗](https://doi.org/10.1609/aaai.v35i5.16533)**Chao Huang, Huance Xu, Yong Xu et al.*187 citations*
73. **[Improving Image Captioning by Leveraging Intra- and Inter-layer Global Representation in Transformer Network ↗](https://doi.org/10.1609/aaai.v35i2.16258)**Jiayi Ji, Yunpeng Luo, Xiaoshuai Sun et al.*183 citations*
74. **[Learning a Few-shot Embedding Model with Contrastive Learning ↗](https://doi.org/10.1609/aaai.v35i10.17047)**Chen Liu, Yanwei Fu, Chengming Xu et al.*182 citations*
75. **[Locate Globally, Segment Locally: A Progressive Architecture With Knowledge Review Network for Salient Object Detection ↗](https://doi.org/10.1609/aaai.v35i4.16408)**Binwei Xu, Haoran Liang, Ronghua Liang et al.*179 citations*
76. **[Exploiting Sample Uncertainty for Domain Adaptive Person Re-Identification ↗](https://doi.org/10.1609/aaai.v35i4.16468)**Kecheng Zheng, Cuiling Lan, Wenjun Zeng et al.*177 citations*
77. **[Learning Semantic Context from Normal Samples for Unsupervised Anomaly Detection ↗](https://doi.org/10.1609/aaai.v35i4.16420)**Xudong Yan, Huaidong Zhang, Xuemiao Xu et al.*177 citations*
78. **[RpBERT: A Text-image Relation Propagation-based BERT Model for Multimodal NER ↗](https://doi.org/10.1609/aaai.v35i15.17633)**Lin Jun Sun, Jiquan Wang, Kai Zhang et al.*175 citations*
79. **[RGB-D Salient Object Detection via 3D Convolutional Neural Networks ↗](https://doi.org/10.1609/aaai.v35i2.16191)**Qian Chen, Ze Liu, Yi Zhang et al.*173 citations*
80. **[Inductive Graph Neural Networks for Spatiotemporal Kriging ↗](https://doi.org/10.1609/aaai.v35i5.16575)**Yuankai Wu, Dingyi Zhuang, Aurélie Labbe et al.*172 citations*
81. **[Pyramidal Feature Shrinking for Salient Object Detection ↗](https://doi.org/10.1609/aaai.v35i3.16331)**Mingcan Ma, Changqun Xia, Jia Li*172 citations*
82. **[To Choose or to Fuse? Scale Selection for Crowd Counting ↗](https://doi.org/10.1609/aaai.v35i3.16360)**Qingyu Song, Chang’an Wang, Yabiao Wang et al.*172 citations*
83. **[Structure-Consistent Weakly Supervised Salient Object Detection with Local Saliency Coherence ↗](https://doi.org/10.1609/aaai.v35i4.16434)**Siyue Yu, Bingfeng Zhang, Jimin Xiao et al.*168 citations*
84. **[Compound Word Transformer: Learning to Compose Full-Song Music over Dynamic Directed Hypergraphs ↗](https://doi.org/10.1609/aaai.v35i1.16091)**Wen-Yi Hsiao, Jen-Yu Liu, Yin-Cheng Yeh et al.*166 citations*
85. **[KG-BART: Knowledge Graph-Augmented BART for Generative Commonsense Reasoning ↗](https://doi.org/10.1609/aaai.v35i7.16796)**Liu Ye, Yao Wan, Lifang He et al.*166 citations*
86. **[Dual Quaternion Knowledge Graph Embeddings ↗](https://doi.org/10.1609/aaai.v35i8.16850)**Zongsheng Cao, Qianqian Xu, Zhiyong Yang et al.*163 citations*
87. **[ShapeNet: A Shapelet-Neural Network Approach for Multivariate Time Series Classification ↗](https://doi.org/10.1609/aaai.v35i9.17018)**Guozhong Li, Byron Koon Kau Choi, Jianliang Xu et al.*163 citations*
88. **[Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion ↗](https://doi.org/10.1609/aaai.v35i12.17321)**Yu‐Bang Zheng, Ting‐Zhu Huang, Xi-Le Zhao et al.*162 citations*
89. **[Boundary Proposal Network for Two-stage Natural Language Video Localization ↗](https://doi.org/10.1609/aaai.v35i4.16406)**Shaoning Xiao, Long Chen, Songyang Zhang et al.*160 citations*
90. **[Show, Attend and Distill: Knowledge Distillation via Attention-based Feature Matching ↗](https://doi.org/10.1609/aaai.v35i9.16969)**Mingi Ji, Byeongho Heo, Sungrae Park*157 citations*
91. **[Understanding Deformable Alignment in Video Super-Resolution ↗](https://doi.org/10.1609/aaai.v35i2.16181)**Kelvin C. K. Chan, Xintao Wang, Ke Yu et al.*157 citations*
92. **[Few-Shot Class-Incremental Learning via Relation Knowledge Distillation ↗](https://doi.org/10.1609/aaai.v35i2.16213)**Songlin Dong, Xiaopeng Hong, Xiaoyu Tao et al.*154 citations*
93. **[Knapsack Based Optimal Policies for Budget–Limited Multi–Armed Bandits ↗](https://doi.org/10.1609/aaai.v26i1.8279)**Long Tran-Thanh, Archie C. Chapman, Alex Rogers et al.*154 citations*
94. **[Contrastive and Generative Graph Convolutional Networks for Graph-based Semi-Supervised Learning ↗](https://doi.org/10.1609/aaai.v35i11.17206)**Sheng Wan, Shirui Pan, Jian Jun Yang et al.*153 citations*
95. **[Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning ↗](https://doi.org/10.1609/aaai.v35i11.17155)**Zhiqiang Shen, Zechun Liu, Jie Qin et al.*153 citations*
96. **[Arbitrary Video Style Transfer via Multi-Channel Correlation ↗](https://doi.org/10.1609/aaai.v35i2.16208)**Yingying Deng, Fan Tang, Weiming Dong et al.*152 citations*
97. **[Domain General Face Forgery Detection by Learning to Weight ↗](https://doi.org/10.1609/aaai.v35i3.16367)**Ke Sun, Hong Liu, Qixiang Ye et al.*151 citations*
98. **[Semantic Grouping Network for Video Captioning ↗](https://doi.org/10.1609/aaai.v35i3.16353)**Hobin Ryu, Sunghun Kang, Haeyong Kang et al.*150 citations*
99. **[Unified Tensor Framework for Incomplete Multi-view Clustering and Missing-view Inferring ↗](https://doi.org/10.1609/aaai.v35i11.17231)**Jie Wen, Zheng Zhang, Zhao Zhang et al.*149 citations*
100. **[A Free Lunch for Unsupervised Domain Adaptive Object Detection without Source Data ↗](https://doi.org/10.1609/aaai.v35i10.17029)**Xianfeng Li, Weijie Chen, Di Xie et al.*148 citations*

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