---
title: "KDD 2022 — all accepted papers with summaries and citations"
description: "All 534 papers of KDD 2022 · page 1 of 6, the most cited first; those with our summary link to it."
canonical: "https://research.elamur.ai/free/en/venues/acm-sigkdd-conference-on-knowledge-discovery-and-data-mining-kdd/2022/papers/"
---
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# KDD 2022: all accepted papers

534 papers · page 1 of 6 · the most cited first · [← KDD 2022](https://md.research.elamur.ai/free/en/venues/acm-sigkdd-conference-on-knowledge-discovery-and-data-mining-kdd/2022/)

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1. **[GraphMAE: Self-Supervised Masked Graph Autoencoders ↗](https://doi.org/10.1145/3534678.3539321)**Zhenyu Hou, Xiao Liu, Yukuo Cen et al.*618 citations*
2. **[FLDetector: Defending Federated Learning Against Model Poisoning Attacks via Detecting Malicious Clients ↗](https://doi.org/10.1145/3534678.3539231)**Zaixi Zhang, Xiaoyu Cao, Jinyuan Jia et al.*340 citations*
3. **[Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting ↗](https://doi.org/10.1145/3534678.3539396)**Zezhi Shao, Zhao Zhang, Fei Wang et al.*304 citations*
4. **[Towards Universal Sequence Representation Learning for Recommender Systems ↗](https://doi.org/10.1145/3534678.3539381)**Yupeng Hou, Shanlei Mu, Wayne Xin Zhao et al.*304 citations*
5. **[Graph Neural Networks: Foundation, Frontiers and Applications ↗](https://doi.org/10.1145/3534678.3542609)**Lingfei Wu, Peng Cui, Jian Pei et al.*213 citations*
6. **[Towards Representation Alignment and Uniformity in Collaborative Filtering ↗](https://doi.org/10.1145/3534678.3539253)**Chenyang Wang, Yuanqing Yu, Weizhi Ma et al.*200 citations*
7. **[Causal Attention for Interpretable and Generalizable Graph Classification ↗](https://doi.org/10.1145/3534678.3539366)**Yongduo Sui, Xiang Wang, Jiancan Wu et al.*189 citations*
8. **[ROLAND: Graph Learning Framework for Dynamic Graphs ↗](https://doi.org/10.1145/3534678.3539300)**Jiaxuan You, Tianyu Du, Jure Leskovec*180 citations*
9. **[Multi-Behavior Hypergraph-Enhanced Transformer for Sequential Recommendation ↗](https://doi.org/10.1145/3534678.3539342)**Yuhao Yang, Chao Huang, Lianghao Xia et al.*175 citations*
10. **[GPPT: Graph Pre-training and Prompt Tuning to Generalize Graph Neural Networks ↗](https://doi.org/10.1145/3534678.3539249)**Mingchen Sun, Kaixiong Zhou, Xin Zhi He et al.*161 citations*
11. **[Self-Supervised Hypergraph Transformer for Recommender Systems ↗](https://doi.org/10.1145/3534678.3539473)**Lianghao Xia, Chao Huang, Chuxu Zhang*161 citations*
12. **[Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning ↗](https://doi.org/10.1145/3534678.3539382)**Xiaolei Wang, Kun Zhou, Ji-Rong Wen et al.*160 citations*
13. **[Graph-Flashback Network for Next Location Recommendation ↗](https://doi.org/10.1145/3534678.3539383)**Xuan Rao, Lisi Chen, Yong Liu et al.*153 citations*
14. **[A New Generation of Perspective API: Efficient Multilingual Character-level Transformers](https://md.research.elamur.ai/free/en/papers/lees-2022-new-generation-perspective-api/)**Alyssa Lees, Vinh Q. Tran, Yi Tay et al.*152 citations · our summary*
15. **[DocLayNet: A Large Human-Annotated Dataset for Document-Layout Segmentation ↗](https://doi.org/10.1145/3534678.3539043)**Birgit Pfitzmann, Christoph Auer, Michele Dolfi et al.*150 citations*
16. **[Learned Token Pruning for Transformers ↗](https://doi.org/10.1145/3534678.3539260)**Sehoon Kim, Sheng Shen, David Thorsley et al.*131 citations*
17. **[Learning Sparse Latent Graph Representations for Anomaly Detection in Multivariate Time Series ↗](https://doi.org/10.1145/3534678.3539117)**Siho Han, Simon S. Woo*125 citations*
18. **[COSTA ↗](https://doi.org/10.1145/3534678.3539425)**Yifei Zhang, Hao Zhu, Zixing Song et al.*116 citations*
19. **[Efficient Orthogonal Multi-view Subspace Clustering ↗](https://doi.org/10.1145/3534678.3539282)**Man-Sheng Chen, Chang‐Dong Wang, Dong Huang et al.*116 citations*
20. **[Learning the Evolutionary and Multi-scale Graph Structure for Multivariate Time Series Forecasting ↗](https://doi.org/10.1145/3534678.3539274)**Junchen Ye, Zihan Liu, Bowen Du et al.*112 citations*
21. **[MSDR: Multi-Step Dependency Relation Networks for Spatial Temporal Forecasting ↗](https://doi.org/10.1145/3534678.3539397)**Dachuan Liu, Jin Wang, Shuo Shang et al.*112 citations*
22. **[Graph Attention Multi-Layer Perceptron ↗](https://doi.org/10.1145/3534678.3539121)**Wentao Zhang, Ziqi Yin, Zeang Sheng et al.*111 citations*
23. **[Contrastive Cross-domain Recommendation in Matching ↗](https://doi.org/10.1145/3534678.3539125)**Ruobing Xie, Qi Liu, Liangdong Wang et al.*108 citations*
24. **[CrossCBR ↗](https://doi.org/10.1145/3534678.3539229)**Yunshan Ma, Yingzhi He, An Zhang et al.*106 citations*
25. **[Multiplex Heterogeneous Graph Convolutional Network ↗](https://doi.org/10.1145/3534678.3539482)**Pengyang Yu, Chaofan Fu, Yanwei Yu et al.*102 citations*
26. **[FedMSplit ↗](https://doi.org/10.1145/3534678.3539384)**Jiayi Chen, Aidong Zhang*100 citations*
27. **[Global Self-Attention as a Replacement for Graph Convolution ↗](https://doi.org/10.1145/3534678.3539296)**Md. Shamim Hussain, Mohammed Javeed Zaki, Dharmashankar Subramanian*97 citations*
28. **[M3Care: Learning with Missing Modalities in Multimodal Healthcare Data ↗](https://doi.org/10.1145/3534678.3539388)**Chaohe Zhang, Xu Chu, Liantao Ma et al.*96 citations*
29. **[Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention Recognition ↗](https://doi.org/10.1145/3534678.3539041)**Mingjie Li, Zeyan Li, Kanglin Yin et al.*95 citations*
30. **[Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer ↗](https://doi.org/10.1145/3534678.3539281)**Bin Lü, Xiaoying Gan, Weinan Zhang et al.*94 citations*
31. **[Deconfounding Duration Bias in Watch-time Prediction for Video Recommendation ↗](https://doi.org/10.1145/3534678.3539092)**Ruohan Zhan, Changhua Pei, Qiang Su et al.*93 citations*
32. **[Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage ↗](https://doi.org/10.1145/3534678.3539404)**Yu Wang, Yuying Zhao, Yushun Dong et al.*92 citations*
33. **[No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices ↗](https://doi.org/10.1145/3534678.3539086)**Ruixuan Liu, Fangzhao Wu, Chuhan Wu et al.*90 citations*
34. **[Local Evaluation of Time Series Anomaly Detection Algorithms ↗](https://doi.org/10.1145/3534678.3539339)**Alexis Huet, Jose Manuel Navarro, Dario Rossi*89 citations*
35. **[Multi-modal Siamese Network for Entity Alignment ↗](https://doi.org/10.1145/3534678.3539244)**Liyi Chen, Zhi Li, Tong Xu et al.*89 citations*
36. **[TrajGAT ↗](https://doi.org/10.1145/3534678.3539358)**Di Yao, Haonan Hu, Lun Du et al.*87 citations*
37. **[Selective Cross-City Transfer Learning for Traffic Prediction via Source City Region Re-Weighting ↗](https://doi.org/10.1145/3534678.3539250)**Yilun Jin, Kai Chen, Qiang Yang*85 citations*
38. **[Graph Rationalization with Environment-based Augmentations ↗](https://doi.org/10.1145/3534678.3539347)**Gang Liu, Tong Zhao, Jiaxin Xu et al.*82 citations*
39. **[KPGT ↗](https://doi.org/10.1145/3534678.3539426)**Han Li, Dan Yang Zhao, Jianyang Zeng*77 citations*
40. **[Spatio-Temporal Trajectory Similarity Learning in Road Networks ↗](https://doi.org/10.1145/3534678.3539375)**Ziquan Fang, Yuntao Du, Xinjun Zhu et al.*77 citations*
41. **[Condensing Graphs via One-Step Gradient Matching ↗](https://doi.org/10.1145/3534678.3539429)**Wei Jin, Xianfeng Tang, Haoming Jiang et al.*76 citations*
42. **[Graph Neural Networks for Multimodal Single-Cell Data Integration ↗](https://doi.org/10.1145/3534678.3539213)**Hongzhi Wen, Jiayuan Ding, Wei Jin et al.*74 citations*
43. **[Reliable Representations Make A Stronger Defender ↗](https://doi.org/10.1145/3534678.3539484)**Kuan Li, Yang Liu, Xiang Ao et al.*74 citations*
44. **[FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning ↗](https://doi.org/10.1145/3534678.3539112)**Zhen Wang, Weirui Kuang, Yuexiang Xie et al.*73 citations*
45. **[Distributed Hybrid CPU and GPU training for Graph Neural Networks on Billion-Scale Heterogeneous Graphs ↗](https://doi.org/10.1145/3534678.3539177)**Da Zheng, Xiang Hui Song, Chengru Yang et al.*72 citations*
46. **[Learning to Rotate ↗](https://doi.org/10.1145/3534678.3539234)**Weiqi Chen, Wenwei Wang, Bingqing Peng et al.*69 citations*
47. **[Alexa Teacher Model ↗](https://doi.org/10.1145/3534678.3539173)**Jack FitzGerald, Shankar Ananthakrishnan, Konstantine Arkoudas et al.*68 citations*
48. **[AntiBenford Subgraphs: Unsupervised Anomaly Detection in Financial Networks ↗](https://doi.org/10.1145/3534678.3539100)**Tianyi Chen, Charalampos E. Tsourakakis*68 citations*
49. **[TARNet ↗](https://doi.org/10.1145/3534678.3539329)**Ranak Roy Chowdhury, Xiyuan Zhang, Jingbo Shang et al.*68 citations*
50. **[Learning Causal Effects on Hypergraphs ↗](https://doi.org/10.1145/3534678.3539299)**Jing Ma, Mengting Wan, Longqi Yang et al.*66 citations*
51. **[What Makes Good Contrastive Learning on Small-Scale Wearable-based Tasks? ↗](https://doi.org/10.1145/3534678.3539134)**Hangwei Qian, Tian Tian, Chunyan Miao*66 citations*
52. **[FedAttack: Effective and Covert Poisoning Attack on Federated Recommendation via Hard Sampling ↗](https://doi.org/10.1145/3534678.3539119)**Chuhan Wu, Fangzhao Wu, Tao Qi et al.*65 citations*
53. **[Reinforcement Subgraph Reasoning for Fake News Detection ↗](https://doi.org/10.1145/3534678.3539277)**Ruichao Yang, Xiting Wang, Yiqiao Jin et al.*63 citations*
54. **[RLogic: Recursive Logical Rule Learning from Knowledge Graphs ↗](https://doi.org/10.1145/3534678.3539421)**Kewei Cheng, Jiahao Liu, Wei Wang et al.*62 citations*
55. **[Invariant Preference Learning for General Debiasing in Recommendation ↗](https://doi.org/10.1145/3534678.3539439)**Zimu Wang, Yue Hui He, Jiashuo Liu et al.*61 citations*
56. **[MT-FlowFormer: A Semi-Supervised Flow Transformer for Encrypted Traffic Classification ↗](https://doi.org/10.1145/3534678.3539314)**Ruijie Zhao, Xianwen Deng, Zhicong Yan et al.*61 citations*
57. **[HICF: Hyperbolic Informative Collaborative Filtering ↗](https://doi.org/10.1145/3534678.3539475)**Menglin Yang, Zhihao Li, Min Qi Zhou et al.*60 citations*
58. **[Activity Trajectory Generation via Modeling Spatiotemporal Dynamics ↗](https://doi.org/10.1145/3534678.3542671)**Yuan Yuan, Jingtao Ding, Huandong Wang et al.*56 citations*
59. **[PinnerFormer ↗](https://doi.org/10.1145/3534678.3539156)**Nikil Pancha, Andrew Zhai, Jure Leskovec et al.*56 citations*
60. **[4SDrug: Symptom-based Set-to-set Small and Safe Drug Recommendation ↗](https://doi.org/10.1145/3534678.3539089)**Yanchao Tan, Chengjun Kong, Leisheng Yu et al.*55 citations*
61. **[Matrix Profile XXIV: Scaling Time Series Anomaly Detection to Trillions of Datapoints and Ultra-fast Arriving Data Streams ↗](https://doi.org/10.1145/3534678.3539271)**Yue Lu, Renjie Wu, Abdullah Mueen et al.*54 citations*
62. **[Unified 2D and 3D Pre-Training of Molecular Representations ↗](https://doi.org/10.1145/3534678.3539368)**Jinhua Zhu, Yingce Xia, Lijun Wu et al.*54 citations*
63. **[AdaFS: Adaptive Feature Selection in Deep Recommender System ↗](https://doi.org/10.1145/3534678.3539204)**Weilin Lin, Xiangyu Zhao, Yejing Wang et al.*53 citations*
64. **[Multi-Task Fusion via Reinforcement Learning for Long-Term User Satisfaction in Recommender Systems ↗](https://doi.org/10.1145/3534678.3539040)**Qihua Zhang, Junning Liu, Yuzhuo Dai et al.*53 citations*
65. **[Robust Time Series Analysis and Applications ↗](https://doi.org/10.1145/3534678.3542612)**Qingsong Wen, Linxiao Yang, Tian Zhou et al.*52 citations*
66. **[Mining Spatio-Temporal Relations via Self-Paced Graph Contrastive Learning ↗](https://doi.org/10.1145/3534678.3539422)**Rongfan Li, Ting Zhong, Xinke Jiang et al.*51 citations*
67. **[Uncertainty Quantification of Sparse Travel Demand Prediction with Spatial-Temporal Graph Neural Networks ↗](https://doi.org/10.1145/3534678.3539093)**Dingyi Zhuang, Shenhao Wang, Haris N. Koutsopoulos et al.*51 citations*
68. **[Joint Knowledge Graph Completion and Question Answering ↗](https://doi.org/10.1145/3534678.3539289)**Lihui Liu, Boxin Du, Jiejun Xu et al.*50 citations*
69. **[Source Localization of Graph Diffusion via Variational Autoencoders for Graph Inverse Problems ↗](https://doi.org/10.1145/3534678.3539288)**Chen Ling, Junji Jiang, Junxiang Wang et al.*50 citations*
70. **[A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud ↗](https://doi.org/10.1145/3534678.3539063)**Siqiao Xue, Chao Qu, Xiaoming Shi et al.*49 citations*
71. **[Compressing Deep Graph Neural Networks via Adversarial Knowledge Distillation ↗](https://doi.org/10.1145/3534678.3539315)**Huarui He, Jie Wang, Zhanqiu Zhang et al.*49 citations*
72. **[Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models ↗](https://doi.org/10.1145/3534678.3539145)**David Nigenda, Zohar S. Karnin, Muhammad Bilal Zafar et al.*48 citations*
73. **[Fed-LTD: Towards Cross-Platform Ride Hailing via Federated Learning to Dispatch ↗](https://doi.org/10.1145/3534678.3539047)**Yansheng Wang, Yongxin Tong, Zimu Zhou et al.*48 citations*
74. **[Improving Social Network Embedding via New Second-Order Continuous Graph Neural Networks ↗](https://doi.org/10.1145/3534678.3539415)**Yanfu Zhang, Shangqian Gao, Jian Pei et al.*48 citations*
75. **[A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction ↗](https://doi.org/10.1145/3534678.3539270)**Quanyu Dai, Haoxuan Li, Peng Wu et al.*47 citations*
76. **[Adaptive Model Pooling for Online Deep Anomaly Detection from a Complex Evolving Data Stream ↗](https://doi.org/10.1145/3534678.3539348)**Susik Yoon, Youngjun Lee, Jae-Gil Lee et al.*47 citations*
77. **[Knowledge-enhanced Black-box Attacks for Recommendations ↗](https://doi.org/10.1145/3534678.3539359)**Jingfan Chen, Wenqi Fan, Guanghui Zhu et al.*47 citations*
78. **[Mask and Reason ↗](https://doi.org/10.1145/3534678.3539472)**Xiao Liu, Shiyu Zhao, Kai Su et al.*47 citations*
79. **[CLARE ↗](https://doi.org/10.1145/3534678.3539370)**Xixi Wu, Yun Xiong, Yao Zhang et al.*46 citations*
80. **[ERNIE-GeoL: A Geography-and-Language Pre-trained Model and its Applications in Baidu Maps ↗](https://doi.org/10.1145/3534678.3539021)**Jizhou Huang, Haifeng Wang, Yibo Sun et al.*46 citations*
81. **[Comprehensive Fair Meta-learned Recommender System ↗](https://doi.org/10.1145/3534678.3539269)**Tianxin Wei, Jingrui He*45 citations*
82. **[Graph2Route: A Dynamic Spatial-Temporal Graph Neural Network for Pick-up and Delivery Route Prediction ↗](https://doi.org/10.1145/3534678.3539084)**Haomin Wen, Youfang Lin, Xiaowei Mao et al.*45 citations*
83. **[TwHIN: Embedding the Twitter Heterogeneous Information Network for Personalized Recommendation ↗](https://doi.org/10.1145/3534678.3539080)**Ahmed El-Kishky, Thomas Markovich, Serim Park et al.*45 citations*
84. **[Addressing Unmeasured Confounder for Recommendation with Sensitivity Analysis ↗](https://doi.org/10.1145/3534678.3539240)**Sihao Ding, Peng Wu, Fuli Feng et al.*43 citations*
85. **[HierCDF ↗](https://doi.org/10.1145/3534678.3539486)**Jiatong Li, Fei Wang, Qi Liu et al.*43 citations*
86. **[Physics-infused Machine Learning for Crowd Simulation ↗](https://doi.org/10.1145/3534678.3539440)**Guozhen Zhang, Zihan Yu, Depeng Jin et al.*43 citations*
87. **[Task-Adaptive Few-shot Node Classification ↗](https://doi.org/10.1145/3534678.3539265)**Song Wang, Kaize Ding, Chuxu Zhang et al.*43 citations*
88. **[Company-as-Tribe: Company Financial Risk Assessment on Tribe-Style Graph with Hierarchical Graph Neural Networks ↗](https://doi.org/10.1145/3534678.3539129)**Wendong Bi, Bingbing Xu, Xiaoqian Sun et al.*41 citations*
89. **[Continuous-Time and Multi-Level Graph Representation Learning for Origin-Destination Demand Prediction ↗](https://doi.org/10.1145/3534678.3539273)**Liangzhe Han, Xiaojian Ma, Leilei Sun et al.*41 citations*
90. **[EdgeWatch: Collaborative Investigation of Data Integrity at the Edge based on Blockchain ↗](https://doi.org/10.1145/3534678.3539104)**Bo Li, Qiang He, Yuan Liang et al.*41 citations*
91. **[Model Degradation Hinders Deep Graph Neural Networks ↗](https://doi.org/10.1145/3534678.3539374)**Wentao Zhang, Zeang Sheng, Ziqi Yin et al.*41 citations*
92. **[ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch Similarities ↗](https://doi.org/10.1145/3534678.3539331)**Yunjun Gao, Xiaoze Liu, Junyang Wu et al.*40 citations*
93. **[ItemSage: Learning Product Embeddings for Shopping Recommendations at Pinterest ↗](https://doi.org/10.1145/3534678.3539170)**Paul Baltescu, Haoyu Chen, Nikil Pancha et al.*39 citations*
94. **[Surrogate for Long-Term User Experience in Recommender Systems ↗](https://doi.org/10.1145/3534678.3539073)**Yuyan Wang, Mohit Sharma, Can Xu et al.*39 citations*
95. **[Training Large-Scale News Recommenders with Pretrained Language Models in the Loop ↗](https://doi.org/10.1145/3534678.3539120)**Shitao Xiao, Zheng Liu, Yingxia Shao et al.*39 citations*
96. **[FreeKD ↗](https://doi.org/10.1145/3534678.3539320)**Kaituo Feng, Changsheng Li, Ye Yuan et al.*38 citations*
97. **[Interpreting Trajectories from Multiple Views: A Hierarchical Self-Attention Network for Estimating the Time of Arrival ↗](https://doi.org/10.1145/3534678.3539051)**Zebin Chen, Xiaolin Xiao, Yue‐Jiao Gong et al.*38 citations*
98. **[Optimizing Long-Term Efficiency and Fairness in Ride-Hailing via Joint Order Dispatching and Driver Repositioning ↗](https://doi.org/10.1145/3534678.3539060)**Jiahui Sun, Haiming Jin, Zhaoxing Yang et al.*38 citations*
99. **[RBG: Hierarchically Solving Large-Scale Routing Problems in Logistic Systems via Reinforcement Learning ↗](https://doi.org/10.1145/3534678.3539037)**Zefang Zong, Hansen Wang, Jingwei Wang et al.*38 citations*
100. **[CausalInt: Causal Inspired Intervention for Multi-Scenario Recommendation ↗](https://doi.org/10.1145/3534678.3539221)**Yichao Wang, Huifeng Guo, Bo Chen et al.*37 citations*

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