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ACM Computing Surveys 2021: all accepted papers

221 papers · page 1 of 3 · the most cited first · ← ACM Computing Surveys 2021

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  1. A Survey on Bias and Fairness in Machine LearningNinareh Mehrabi, Fred Morstatter, Nripsuta Ani Saxena et al.5,442 citations · our summary
  2. Deep Learning for Anomaly Detection ↗Guansong Pang, Chunhua Shen, Longbing Cao et al.2,799 citations
  3. Knowledge GraphsAidan Hogan, Eva Blomqvist, Michael Cochez et al.1,904 citations · our summary
  4. Deep Learning — based Text Classification ↗Shervin Minaee, Nal Kalchbrenner, Erik Cambria et al.1,538 citations
  5. A Survey of Deep Active Learning ↗Pengzhen Ren, Yun Xiao, Xiaojun Chang et al.1,124 citations
  6. A Review on Outlier/Anomaly Detection in Time Series Data ↗Ane Blázquez-García, Ángel Conde, Usue Mori et al.1,085 citations
  7. k-Nearest Neighbour Classifiers - A Tutorial ↗Pádraig Cunningham, Sarah Jane Delany942 citations
  8. The Creation and Detection of Deepfakes ↗Yisroel Mirsky, Wenke Lee795 citations
  9. A Survey on Blockchain Interoperability: Past, Present, and Future Trends ↗Rafael Belchior, André Vasconcelos, Sérgio Luís Proença Duarte Guerreiro et al.757 citations
  10. Generative Adversarial Networks (GANs) ↗Divya Saxena, Jiannong Cao689 citations
  11. A Comprehensive Survey of Privacy-preserving Federated Learning ↗Xuefei Yin, Yanming Zhu, Jiankun Hu631 citations
  12. Reinforcement Learning in Healthcare: A Survey ↗Chao Yu, Jiming Liu, Shamim Nemati et al.628 citations
  13. A Comprehensive Survey of Neural Architecture Search ↗Pengzhen Ren, Yun Xiao, Xiaojun Chang et al.590 citations
  14. A Survey on Session-based Recommender Systems ↗Shoujin Wang, Longbing Cao, Yan Wang et al.570 citations
  15. Principal Component Analysis ↗Felipe Lucas Gewers, Gustavo R. Ferreira, Henrique Ferraz de Arruda et al.508 citations
  16. Deep Learning for Sensor-based Human Activity Recognition ↗Kaixuan Chen, Dalin Zhang, Lina Yao et al.491 citations
  17. Hierarchical Reinforcement Learning ↗Shubham Pateria, Budhitama Subagdja, Ah‐Hwee Tan et al.461 citations
  18. When Machine Learning Meets Privacy ↗Bo Liu, Ming Ding, Sina Shaham et al.450 citations
  19. A Survey on Conversational Recommender Systems ↗Dietmar Jannach, Ahtsham Manzoor, Wanling Cai et al.430 citations
  20. Machine Learning at the Network Edge: A Survey ↗M. G. Sarwar Murshed, Christopher Murphy, Daqing Hou et al.402 citations
  21. Evolutionary Large-Scale Multi-Objective Optimization: A Survey ↗Ye Tian, Langchun Si, Xingyi Zhang et al.401 citations
  22. Deep Learning for Medical Anomaly Detection – A Survey ↗Tharindu Fernando, Harshala Gammulle, Simon Denman et al.399 citations
  23. Generative Adversarial Networks ↗Zhipeng Cai, Zuobin Xiong, Honghui Xu et al.377 citations
  24. A Survey on Generative Adversarial Networks: Variants, Applications, and Training ↗Abdul Jabbar, Xi Li, Bourahla Omar360 citations
  25. A Survey on Automated Log Analysis for Reliability Engineering ↗Shilin He, Pinjia He, Zhuangbin Chen et al.329 citations
  26. Natural Language Processing for Requirements Engineering ↗Liping Zhao, Waad Alhoshan, Alessio Ferrari et al.322 citations
  27. The Hypervolume Indicator ↗Andreia P. Guerreiro, Carlos M. Fonseca, Luís Paquete314 citations
  28. Evolution of Semantic Similarity—A Survey ↗Dhivya Chandrasekaran, Vijay Mago303 citations
  29. AutoML to Date and Beyond: Challenges and Opportunities ↗Shubhra Kanti Karmaker, Md. Mahadi Hassan, Micah J. Smith et al.292 citations
  30. Adversarial Machine Learning Attacks and Defense Methods in the Cyber Security Domain ↗Ishai Rosenberg, Asaf Shabtai, Yuval Elovici et al.291 citations
  31. Computing Graph Neural Networks: A Survey from Algorithms to Accelerators ↗Sergi Abadal, Akshay Jain, Robert Guirado et al.285 citations
  32. A Survey on Encrypted Network Traffic Analysis Applications, Techniques, and Countermeasures ↗Eva Papadogiannaki, Sotiris Ioannidis281 citations
  33. Survey of Post-OCR Processing Approaches ↗Thi Tuyet Haï Nguyen, Adam Jatowt, Mickaël Coustaty et al.280 citations
  34. A Survey on Deep Learning for Human Activity Recognition ↗Fuqiang Gu, Mu-Huan Chung, Mark Chignell et al.272 citations
  35. Topic Modeling Using Latent Dirichlet allocation ↗Uttam Chauhan, Apurva Shah270 citations
  36. Deep Learning-based Anomaly Detection in Cyber-physical Systems ↗Yuan Luo, Ya Xiao, Long Cheng et al.268 citations
  37. A Survey on Trajectory Data Management, Analytics, and Learning ↗Sheng Wang, Zhifeng Bao, J. Shane Culpepper et al.267 citations
  38. Generative Adversarial Networks in Computer Vision ↗Zhengwei Wang, Qi She, Tomas Emmanuel Ward265 citations
  39. A Survey of Information Cascade Analysis ↗Fan Zhou, Xovee Xu, Goce Trajcevski et al.259 citations
  40. Screen Content Quality Assessment: Overview, Benchmark, and Beyond ↗Xiongkuo Min, Ke Gu, Guangtao Zhai et al.246 citations
  41. Voice in Human–Agent Interaction ↗Katie Seaborn, Norihisa Miyake, Peter Pennefather et al.245 citations
  42. Assuring the Machine Learning Lifecycle ↗Rob Ashmore, Radu Călinescu, Colin Paterson244 citations
  43. Named Entity Recognition and Relation Extraction ↗Zara Nasar, Syed Waqar Jaffry, Muhammad Kamran Malik242 citations
  44. A Survey of Reinforcement Learning Algorithms for Dynamically Varying Environments ↗Sindhu Padakandla237 citations
  45. A Survey of Smart Contract Formal Specification and Verification ↗Palina Tolmach, Yi Li, Shang‐Wei Lin et al.236 citations
  46. A Comprehensive Survey on Interoperability for IIoT: Taxonomy, Standards, and Future Directions ↗Abhishek Hazra, Mainak Adhikari, Tarachand Amgoth et al.233 citations
  47. Cyberattacks and Countermeasures for In-Vehicle Networks ↗Emad Aliwa, OMER F. RANA, Charith Perera et al.224 citations
  48. A Survey on Deep Learning for Software Engineering ↗Yanming Yang, Xin Xia, David Lo et al.219 citations
  49. Evolutionary Machine Learning: A Survey ↗Akbar Telikani, Amirhessam Tahmassebi, Wolfgang Banzhaf et al.219 citations
  50. PLS-SEM for Software Engineering Research ↗Daniel Russo, Klaas-Jan Stol219 citations
  51. A Survey on Adversarial Recommender Systems ↗Yashar Deldjoo, Tommaso Di Noia, Felice Antonio Merra204 citations
  52. Text Recognition in the Wild ↗Xiaoxue Chen, Lianwen Jin, Yuanzhi Zhu et al.202 citations
  53. A Systematic Literature Review on Federated Machine Learning ↗Sin Kit Lo, Qinghua Lu, Chen Wang et al.199 citations
  54. Location Privacy-preserving Mechanisms in Location-based Services ↗Hongbo Jiang, Jie Li, Ping Zhao et al.199 citations
  55. Artificial Intelligence Security: Threats and Countermeasures ↗Yupeng Hu, Wenxin Kuang, Zheng Qin et al.194 citations
  56. A Survey on Data-driven Network Intrusion Detection ↗Dylan Chou, Meng Jiang189 citations
  57. Adversarial Machine Learning in Image Classification: A Survey Toward the Defender’s Perspective ↗Gabriel Resende Machado, Eugênio Silva, Ronaldo Ribeiro Goldschmidt180 citations
  58. A Survey on Embedding Dynamic Graphs ↗Claudio D. T. Barros, Matheus R. F. Mendonça, Alex Borges Vieira et al.174 citations
  59. Machine Learning into Metaheuristics ↗El‐Ghazali Talbi168 citations
  60. A Survey on Aspect-Based Sentiment Classification ↗Gianni Brauwers, Flavius Frăsincar160 citations
  61. Fashion Meets Computer Vision ↗Wen-Huang Cheng, Sijie Song, Chieh-Yun Chen et al.158 citations
  62. A Survey of Binary Code Similarity ↗Irfan Ul Haq, Juan Caballero154 citations
  63. Vehicular Edge Computing: Architecture, Resource Management, Security, and Challenges ↗Rodolfo I. Meneguette, Robson E. De Grande, Jó Ueyama et al.154 citations
  64. Towards Indistinguishable Augmented Reality ↗Yuta Itoh, Tobias Langlotz, Jonathan Sutton et al.152 citations
  65. Deep Learning-based Face Super-resolution: A Survey ↗Junjun Jiang, Chenyang Wang, Xianming Liu et al.149 citations
  66. Human Factors in Phishing Attacks: A Systematic Literature Review ↗Giuseppe Desolda, Lauren Stacey Ferro, Andrea Marrella et al.148 citations
  67. A Survey on Subgraph Counting ↗Pedro Ribeiro, Pedro Paredes, Miguel Silva et al.146 citations
  68. Ransomware Mitigation in the Modern Era: A Comprehensive Review, Research Challenges, and Future Directions ↗Timothy R. McIntosh, A. S. M. Kayes, Yi‐Ping Phoebe Chen et al.145 citations
  69. A Survey of State-of-the-Art on Blockchains ↗Huawei Huang, Wei Kong, Sicong Zhou et al.141 citations
  70. A Survey on Applications of Artificial Intelligence in Fighting Against COVID-19 ↗Jianguo Chen, Keqin Li, Zhaolei Zhang et al.135 citations
  71. Benchmarking Quantum Computers and the Impact of Quantum Noise ↗Salonik Resch, Ulya R. Karpuzcu131 citations
  72. Event Prediction in the Big Data Era ↗Liang Zhao130 citations
  73. The Programmable Data Plane ↗Oliver Michel, Roberto Bifulco, Gábor Rétvári et al.130 citations
  74. Object Detection Using Deep Learning Methods in Traffic Scenarios ↗Azzedine Boukerche, Zhijun Hou129 citations
  75. A Systematic Review of Multimedia Tools for Cybersecurity Awareness and Education ↗Leah Zhang-Kennedy, Sonia Chiasson128 citations
  76. Machine Learning–based Cyber Attacks Targeting on Controlled Information ↗Yuantian Miao, Chao Chen, Lei Pan et al.126 citations
  77. Security Vulnerabilities of SGX and Countermeasures ↗Shufan Fei, Zheng Yan, Wenxiu Ding et al.121 citations
  78. A Survey of Microarchitectural Side-channel Vulnerabilities, Attacks, and Defenses in Cryptography ↗Xiaoxuan Lou, Tianwei Zhang, Jun Jiang et al.119 citations
  79. Self-calibration and Collaborative Localization for UWB Positioning Systems ↗Matteo Ridolfi, Abdil Kaya, Rafael Berkvens et al.119 citations
  80. A Survey on Concept Drift in Process Mining ↗Denise Maria Vecino Sato, Sheila Cristiana de Freitas, Jean Paul Barddal et al.118 citations
  81. Community Detection in Multiplex Networks ↗Matteo Magnani, Obaida Hanteer, Roberto Interdonato et al.117 citations
  82. Measuring Presence in Virtual Environments: A Survey ↗Vinícius Costa de Souza, Anderson Maciel, Luciana Nedel et al.114 citations
  83. A Survey on Uncertainty Estimation in Deep Learning Classification Systems from a Bayesian Perspective ↗José Mena, Oriol Pujol, Jordi M. Vitria111 citations
  84. Coordination of Autonomous Vehicles ↗Stefano Mariani, Giacomo Cabri, Franco Zambonelli111 citations
  85. A Survey of Unsupervised Generative Models for Exploratory Data Analysis and Representation Learning ↗Mohanad Abukmeil, Stefano Ferrari, Angelo Genovese et al.109 citations
  86. Computer Vision for Autonomous UAV Flight Safety: An Overview and a Vision-based Safe Landing Pipeline Example ↗Efstratios Kakaletsis, Charalampos Symeonidis, Maria Tzelepi et al.106 citations
  87. A Survey of Network-on-Chip Security Attacks and Countermeasures ↗Subodha Charles, Prabhat Mishra103 citations
  88. A Survey on Document-level Neural Machine Translation ↗Sameen Maruf, Fahimeh Saleh, Gholamreza Haffari103 citations
  89. Affective Automotive User Interfaces–Reviewing the State of Driver Affect Research and Emotion Regulation in the Car ↗Michael Braun, Florian Weber, Florian Alt103 citations
  90. Decentralised Learning in Federated Deployment Environments ↗Paolo Bellavista, Luca Foschini, Alessio Mora99 citations
  91. A Survey on Haptic Technologies for Mobile Augmented Reality ↗Carlos Bermejo, Pan Hui98 citations
  92. A Systematic Review of API Evolution Literature ↗Maxime Lamothe, Yann‐Gaël Guéhéneuc, Weiyi Shang98 citations
  93. The Application of the Blockchain Technology in Voting Systems ↗Jun Huang, Debiao He, Mohammad S. Obaidat et al.98 citations
  94. Security in Brain-Computer Interfaces ↗Sergio López Bernal, Alberto Huertas Celdrán, Gregorio Martínez Pérez et al.96 citations
  95. A Guideline on Pseudorandom Number Generation (PRNG) in the IoT ↗Peter Kietzmann, Thomas C. Schmidt, Matthias Wählisch95 citations
  96. Automated Text Simplification ↗Suha S. Al-Thanyyan, Aqil M. Azmi93 citations
  97. Survey on Blockchain Networking ↗Maya Dotan, Yvonne-Anne Pignolet, Stefan Schmid et al.93 citations
  98. A Survey on End-User Robot Programming ↗Gopika Ajaykumar, Maureen Steele, Chien-Ming Huang91 citations
  99. Hardware Information Flow Tracking ↗Wei Hu, Armaiti Ardeshiricham, Ryan Kastner90 citations
  100. Ultrasound Medical Imaging Techniques ↗Danilo Avola, Luigi Cinque, Alessio Fagioli et al.90 citations

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