---
title: "ACM Computing Surveys 2022 — all accepted papers"
description: "All 284 papers of ACM Computing Surveys 2022 · page 1 of 3, the most cited first; those with our summary link to it."
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---
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# ACM Computing Surveys 2022: all accepted papers

284 papers · page 1 of 3 · the most cited first · [← ACM Computing Surveys 2022](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2022/)

**1** [2](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2022/papers/page/2/) [3](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2022/papers/page/3/) [next →](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2022/papers/page/2/)

1. **[Survey of Hallucination in Natural Language Generation](https://md.research.elamur.ai/free/en/papers/ji-2022-survey-hallucination-natural-language-generation/)**Ziwei Ji, Nayeon Lee, Rita Frieske et al.*4,745 citations · our summary*
2. **[Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing](https://md.research.elamur.ai/free/en/papers/liu-2021-pre-train-prompt-predict-systematic/)**Pengfei Liu, Weizhe Yuan, Jinlan Fu et al.*4,309 citations · our summary*
3. **[Transformers in Vision: A Survey ↗](https://doi.org/10.1145/3505244)**Salman Hameed Khan, Muzammal Naseer, Munawar Hayat et al.*3,536 citations*
4. **[Explainable AI (XAI): Core Ideas, Techniques, and Solutions ↗](https://doi.org/10.1145/3561048)**Rudresh Dwivedi, Devam Dave, Het Naik et al.*1,365 citations*
5. **[Graph Neural Networks in Recommender Systems: A Survey ↗](https://doi.org/10.1145/3535101)**Shiwen Wu, Fei Sun, Wentao Zhang et al.*1,326 citations*
6. **[Efficient Transformers: A Survey](https://md.research.elamur.ai/free/en/papers/tay-2020-efficient-transformers-survey/)**Yi Tay, Mostafa Dehghani, Dara Bahri et al.*1,235 citations · our summary*
7. **[Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems ↗](https://doi.org/10.1145/3514228)**Jared Willard, Xiaowei Jia, Shaoming Xu et al.*878 citations*
8. **[Federated Learning for Smart Healthcare: A Survey ↗](https://doi.org/10.1145/3501296)**Dinh C. Nguyen, Quoc‐Viet Pham, Pubudu Nishantha Pathirana et al.*805 citations*
9. **[Trustworthy Artificial Intelligence: A Review ↗](https://doi.org/10.1145/3491209)**Davinder Kaur, Süleyman Uslu, Kaley J. Rittichier et al.*691 citations*
10. **[Challenges in Deploying Machine Learning: A Survey of Case Studies ↗](https://doi.org/10.1145/3533378)**Andrei Paleyes, Raoul-Gabriel Urma, Neil David Lawrence*626 citations*
11. **[Trustworthy AI: From Principles to Practices ↗](https://doi.org/10.1145/3555803)**Bo Li, Peng Qi, Bo Liu et al.*591 citations*
12. **[A Review on Fairness in Machine Learning ↗](https://doi.org/10.1145/3494672)**Dana Pessach, Erez Shmueli*579 citations*
13. **[Membership Inference Attacks on Machine Learning: A Survey ↗](https://doi.org/10.1145/3523273)**Hongsheng Hu, Zoran A. Salcic, Lichao Sun et al.*564 citations*
14. **[Edge Computing with Artificial Intelligence: A Machine Learning Perspective ↗](https://doi.org/10.1145/3555802)**Haochen Hua, Yutong Li, Tonghe Wang et al.*563 citations*
15. **[Reinforcement Learning based Recommender Systems: A Survey ↗](https://doi.org/10.1145/3543846)**M. Mehdi Afsar, Trafford Crump, Behrouz H. Far*502 citations*
16. **[EEG Based Emotion Recognition: A Tutorial and Review ↗](https://doi.org/10.1145/3524499)**Xiang Li, Yazhou Zhang, Prayag Tiwari et al.*495 citations*
17. **[Knowledge Tracing: A Survey ↗](https://doi.org/10.1145/3569576)**Ghodai M. Abdelrahman, Qing Wang, Bernardo Pereira Nunes*468 citations*
18. **[A Survey on Data Augmentation for Text Classification ↗](https://doi.org/10.1145/3544558)**Markus Bayer, Marc–André Kaufhold, Christian Reuter*425 citations*
19. **[Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks ↗](https://doi.org/10.1145/3510413)**Claudio Filipi Gonçalves dos Santos, João Paulo Papa*415 citations*
20. **[Edge-computing-driven Internet of Things: A Survey ↗](https://doi.org/10.1145/3555308)**Linghe Kong, Jinlin Tan, Junqin Huang et al.*396 citations*
21. **[Deep Learning for Time Series Forecasting: Tutorial and Literature Survey ↗](https://doi.org/10.1145/3533382)**Konstantinos Benidis, Syama Sundar Rangapuram, Valentín Flunkert et al.*371 citations*
22. **[AI in Finance: Challenges, Techniques, and Opportunities ↗](https://doi.org/10.1145/3502289)**Longbing Cao*366 citations*
23. **[Fuzzing: A Survey for Roadmap ↗](https://doi.org/10.1145/3512345)**Xiaogang Zhu, Sheng Wen, Seyit Ahmet Camtepe et al.*334 citations*
24. **[Generative Adversarial Networks in Time Series: A Systematic Literature Review ↗](https://doi.org/10.1145/3559540)**Eoin Brophy, Zhengwei Wang, Qi She et al.*333 citations*
25. **[AUC Maximization in the Era of Big Data and AI: A Survey ↗](https://doi.org/10.1145/3554729)**Tianbao Yang, Yiming Ying*323 citations*
26. **[Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey ↗](https://doi.org/10.1145/3560816)**Wael Issa, Nour Moustafa, Benjamin Turnbull et al.*319 citations*
27. **[A Survey on Differential Privacy for Unstructured Data Content ↗](https://doi.org/10.1145/3490237)**Ying Zhao, Jinjun Chen*313 citations*
28. **[Neural Machine Translation for Low-resource Languages: A Survey ↗](https://doi.org/10.1145/3567592)**Surangika Ranathunga, En-Shiun Annie Lee, Marjana Prifti Skënduli et al.*313 citations*
29. **[Generative Adversarial Networks for face generation: A survey ↗](https://doi.org/10.1145/1122445.1122456)**Amina Kammoun, Rim Slama, Hedi Tabia et al.*311 citations*
30. **[A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications ↗](https://doi.org/10.1145/3502287)**Ms. Aayushi Bansal, Rewa Sharma, Mamta Kathuria*306 citations*
31. **[Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges ↗](https://doi.org/10.1145/3527155)**Yoshitomo Matsubara, Marco Levorato, Francesco Restuccia*304 citations*
32. **[Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions ↗](https://doi.org/10.1145/3570953)**Juncen Zhu, Jiannong Cao, Divya Saxena et al.*301 citations*
33. **[A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions ↗](https://doi.org/10.1145/3514229)**Harun Oz, Ahmet Arış, Albert William Levi et al.*291 citations*
34. **[Evaluating Recommender Systems: Survey and Framework ↗](https://doi.org/10.1145/3556536)**Eva Zangerle, Christine Bauer*283 citations*
35. **[Blockchain-enabled Federated Learning: A Survey ↗](https://doi.org/10.1145/3524104)**Youyang Qu, Md Palash Uddin, Chenquan Gan et al.*280 citations*
36. **[Serverless Computing: A Survey of Opportunities, Challenges, and Applications ↗](https://doi.org/10.1145/3510611)**Hossein Shafiei, Ahmad Khonsari, Payam Mousavi*274 citations*
37. **[A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning ↗](https://doi.org/10.1145/3551636)**Zhiyi Tian, Lei Cui, Jie Liang et al.*271 citations*
38. **[Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware ↗](https://doi.org/10.1145/3571155)**Nitin Rathi, Indranil Chakraborty, Adarsh Kumar Kosta et al.*267 citations*
39. **[Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey ↗](https://doi.org/10.1145/3570723)**Michael Jones, Soufiene Djahel, Kristopher Welsh*258 citations*
40. **[Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey ↗](https://doi.org/10.1145/3501297)**Jacopo Soldani, Antonio Brogi A*254 citations*
41. **[Cybersecurity of Industrial Cyber-Physical Systems: A Review ↗](https://doi.org/10.1145/3510410)**Hakan Kayan, Matthew Nunes, OMER F. RANA et al.*253 citations*
42. **[Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges ↗](https://doi.org/10.1145/3539606)**M. Carmen Carrión*250 citations*
43. **[A Survey of Knowledge-enhanced Text Generation ↗](https://doi.org/10.1145/3512467)**Wenhao Yu, Chenguang Zhu, Zaitang Li et al.*249 citations*
44. **[Recent Advances of Monocular 2D and 3D Human Pose Estimation: A Deep Learning Perspective ↗](https://doi.org/10.1145/3524497)**Wu Liu, Qian Bao, Yu Ming Sun et al.*247 citations*
45. **[AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey ↗](https://doi.org/10.1145/3570954)**Sampath Rajapaksha, Harsha Kalutarage, Mhd Omar Al-Kadri et al.*244 citations*
46. **[The Evolution of Topic Modeling ↗](https://doi.org/10.1145/3507900)**Rob Churchill, Lisa Singh*244 citations*
47. **[D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery ↗](https://doi.org/10.1145/3527154)**Matthew James Vowels, Necati Cihan Camgöz, Richard Bowden*234 citations*
48. **[SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols ↗](https://doi.org/10.1145/3570639)**Jiahua Xu, Krzysztof Paruch, Simon Cousaert et al.*230 citations*
49. **[A Survey of Machine Learning for Computer Architecture and Systems ↗](https://doi.org/10.1145/3494523)**Nan Wu, Yuan Xie*213 citations*
50. **[Post-hoc Interpretability for Neural NLP: A Survey ↗](https://doi.org/10.1145/3546577)**Andreas Madsen, Siva Reddy, Sarath Chandar*207 citations*
51. **[The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality ↗](https://doi.org/10.1145/3491207)**Alexander Plopski, Teresa Hirzle, Nahal Norouzi et al.*205 citations*
52. **[A Survey of Evaluation Metrics Used for NLG Systems ↗](https://doi.org/10.1145/3485766)**Ananya B. Sai, Akash Kumar Mohankumar, Mitesh M. Khapra*202 citations*
53. **[Five Facets of 6G: Research Challenges and Opportunities ↗](https://doi.org/10.1145/3571072)**Li-Hsiang Shen, Kai‐Ten Feng, Lajos Hanzo*191 citations*
54. **[Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions ↗](https://doi.org/10.1145/3513002)**Bushra Jamil, Humaira Ijaz, Mohammad Shojafar et al.*189 citations*
55. **[Evolutionary Dynamic Multi-objective Optimisation: A Survey ↗](https://doi.org/10.1145/3524495)**Shouyong Jiang, Juan Zou, Shengxiang Yang et al.*188 citations*
56. **[Machine Learning Applications in Internet-of-Drones: Systematic Review, Recent Deployments, and Open Issues ↗](https://doi.org/10.1145/3571728)**Arash Heidari, Nima Jafari Navimipour, Mehmet Ünal et al.*188 citations*
57. **[Orchestration in Fog Computing: A Comprehensive Survey ↗](https://doi.org/10.1145/3486221)**Breno Costa, João Bachiega, Leonardo Rebouças de Carvalho et al.*185 citations*
58. **[The Serverless Computing Survey: A Technical Primer for Design Architecture ↗](https://doi.org/10.1145/3508360)**Zijun Li, Linsong Guo, Jiagan Cheng et al.*185 citations*
59. **[A Survey on Active Deep Learning: From Model Driven to Data Driven ↗](https://doi.org/10.1145/3510414)**Peng Liu, Lizhe Wang, Rajiv Kumar Ranjan et al.*184 citations*
60. **[Tackling Climate Change with Machine Learning ↗](https://doi.org/10.1145/3485128)**David Rolnick, Priya L. Donti, Lynn H. Kaack et al.*182 citations*
61. **[SoK: Deep Learning-based Physical Side-channel Analysis ↗](https://doi.org/10.1145/3569577)**Stjepan Picek, Guilherme Perin, Luca Mariot et al.*177 citations*
62. **[Smart Grid Cyber-Physical Situational Awareness of Complex Operational Technology Attacks: A Review ↗](https://doi.org/10.1145/3565570)**Muhammad Nouman Nafees, Neetesh Saxena, Álvaro A. Cárdenas et al.*175 citations*
63. **[Face Image Quality Assessment: A Literature Survey ↗](https://doi.org/10.1145/3507901)**Torsten Schlett, Christian Rathgeb, Olaf Henniger et al.*170 citations*
64. **[A Survey of Joint Intent Detection and Slot Filling Models in Natural Language Understanding ↗](https://doi.org/10.1145/3547138)**Henry Weld, Xiaoqi Huang, Siqu Long et al.*167 citations*
65. **[Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges ↗](https://doi.org/10.1145/3517189)**Sabah Suhail, Rasheed Hussain, Raja Jurdak et al.*167 citations*
66. **[A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations ↗](https://doi.org/10.1145/3527848)**Amir-Hossein Karimi, Gilles Barthe, Bernhard Schölkopf et al.*166 citations*
67. **[Video Generative Adversarial Networks: A Review ↗](https://doi.org/10.1145/3487891)**Nuha Aldausari, Arcot Sowmya, Nadine Marcus et al.*162 citations*
68. **[Explainable Deep Reinforcement Learning: State of the Art and Challenges ↗](https://doi.org/10.1145/3527448)**George A. Vouros*160 citations*
69. **[Mobile Augmented Reality: User Interfaces, Frameworks, and Intelligence ↗](https://doi.org/10.1145/3557999)**Jacky Cao, Kit Yung Lam, Lik‐Hang Lee et al.*160 citations*
70. **[Camera Measurement of Physiological Vital Signs ↗](https://doi.org/10.1145/3558518)**Daniel McDuff*159 citations*
71. **[Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats ↗](https://doi.org/10.1145/3530812)**Zhiyan Chen, Jinxin Liu, Yu Shen et al.*156 citations*
72. **[QA Dataset Explosion: A Taxonomy of NLP Resources for Question Answering and Reading Comprehension ↗](https://doi.org/10.1145/3560260)**Anna Rogers, Matt Gardner, Isabelle Augenstein*156 citations*
73. **[Open-world Machine Learning: Applications, Challenges, and Opportunities ↗](https://doi.org/10.1145/3561381)**Jitendra Parmar, Satyendra Singh Chouhan, Vaskar Raychoudhury et al.*154 citations*
74. **[Adversarial Attacks and Defenses in Deep Learning: From a Perspective of Cybersecurity ↗](https://doi.org/10.1145/3547330)**Shuai Zhou, Chi Liu, Dayong Ye et al.*153 citations*
75. **[A Survey of Security and Privacy Issues in V2X Communication Systems ↗](https://doi.org/10.1145/3558052)**Takahito Yoshizawa, Dave Singelée, Jan Tobias Mühlberg et al.*151 citations*
76. **[Self-Supervised Learning for Videos: A Survey ↗](https://doi.org/10.1145/3577925)**Madeline C. Schiappa, Yogesh Singh Rawat, Mubarak A. Shah*151 citations*
77. **[The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances ↗](https://doi.org/10.1145/3507902)**Hang Du, Hailin Shi, Dan Zeng et al.*151 citations*
78. **[Connect API with Blockchain: A Survey on Blockchain Oracle Implementation ↗](https://doi.org/10.1145/3567582)**Amirmohammad Pasdar, Young Choon Lee, Zhongli Dong*150 citations*
79. **[A Survey of Natural Language Generation ↗](https://doi.org/10.1145/3554727)**Chenhe Dong, Yinghui Li, Haifan Gong et al.*149 citations*
80. **[Provenance-based Intrusion Detection Systems: A Survey ↗](https://doi.org/10.1145/3539605)**Michael Zipperle, Florian Gottwalt, Elizabeth Chang et al.*146 citations*
81. **[Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions ↗](https://doi.org/10.1145/3510415)**Zhiheng Zhong, Minxian Xu, Maria Alejandra Rodriguez et al.*143 citations*
82. **[A Survey on Synchronous Augmented, Virtual, andMixed Reality Remote Collaboration Systems ↗](https://doi.org/10.1145/3533376)**Alexander Schäfer, Gerd Reis, Didier Stricker*142 citations*
83. **[A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges ↗](https://doi.org/10.1145/3558000)**Denis V. Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov et al.*139 citations*
84. **[Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey ↗](https://doi.org/10.1145/3527156)**Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris et al.*139 citations*
85. **[A Comprehensive Survey on Imputation of Missing Data in Internet of Things ↗](https://doi.org/10.1145/3533381)**Deepak Adhikari, Wei Jiang, Jinyu Zhan et al.*136 citations*
86. **[Multi-document Summarization via Deep Learning Techniques: A Survey ↗](https://doi.org/10.1145/3529754)**Congbo Ma, Wei Emma Zhang, Mingyu Guo et al.*136 citations*
87. **[A Survey of Real-Time Ethernet Modeling and Design Methodologies: From AVB to TSN ↗](https://doi.org/10.1145/3487330)**Libing Deng, Guoqi Xie, Hong Liu et al.*135 citations*
88. **[A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations ↗](https://doi.org/10.1145/3538531)**Denis V. Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov et al.*135 citations*
89. **[Constructing Neural Network Based Models for Simulating Dynamical Systems ↗](https://doi.org/10.1145/3567591)**Christian Møldrup Legaard, Thomas Schranz, Gerald Schweiger et al.*135 citations*
90. **[Multimodality in VR: A Survey ↗](https://doi.org/10.1145/3508361)**Daniel Martin, Sandra Malpica, Diego Gutiérrez et al.*135 citations*
91. **[A Systematic Survey of Just-in-Time Software Defect Prediction ↗](https://doi.org/10.1145/3567550)**Yunhua Zhao, Kostadin Damevski, Hui Chen*132 citations*
92. **[Generative Adversarial Networks for Face Generation: A Survey ↗](https://doi.org/10.1145/3527850)**Amina Kammoun, Rim Slama, Hedi Tabia et al.*132 citations*
93. **[Cross-Domain WiFi Sensing with Channel State Information: A Survey ↗](https://doi.org/10.1145/3570325)**Chen Chen, Gang Zhou, Youfang Lin*130 citations*
94. **[Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature ↗](https://doi.org/10.1145/3485767)**Manzoor Ahmed Khan, Hesham El Sayed, Sumbal Malik et al.*130 citations*
95. **[On the Edge of the Deployment: A Survey on Multi-access Edge Computing ↗](https://doi.org/10.1145/3529758)**Pedro Cruz, Nadjib Achir, Aline Carneiro Viana*128 citations*
96. **[The Secondary Use of Electronic Health Records for Data Mining: Data Characteristics and Challenges ↗](https://doi.org/10.1145/3490234)**Tabinda Sarwar, Sattar Seifollahi, Jeffrey Chan et al.*126 citations*
97. **[Multimodal Classification: Current Landscape, Taxonomy and Future Directions ↗](https://doi.org/10.1145/3543848)**William C. Sleeman, Rishabh Kapoor, Preetam Ghosh*124 citations*
98. **[Multiple Mobile Robot Task and Motion Planning: A Survey ↗](https://doi.org/10.1145/3564696)**Luke Antonyshyn, Jefferson Silveira, Sidney Nascimento Givigi et al.*123 citations*
99. **[Advancing SDN from OpenFlow to P4: A Survey ↗](https://doi.org/10.1145/3556973)**Athanasios Liatifis, Panagiotis G. Sarigiannidis, Vasileios Argyriou et al.*122 citations*
100. **[On the Explainability of Natural Language Processing Deep Models ↗](https://doi.org/10.1145/3529755)**Julia El Zini, Mariette Awad*120 citations*

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