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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

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  1. Survey of Hallucination in Natural Language GenerationZiwei 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 ProcessingPengfei Liu, Weizhe Yuan, Jinlan Fu et al.4,309 citations · our summary
  3. Transformers in Vision: A Survey ↗Salman Hameed Khan, Muzammal Naseer, Munawar Hayat et al.3,536 citations
  4. Explainable AI (XAI): Core Ideas, Techniques, and Solutions ↗Rudresh Dwivedi, Devam Dave, Het Naik et al.1,365 citations
  5. Graph Neural Networks in Recommender Systems: A Survey ↗Shiwen Wu, Fei Sun, Wentao Zhang et al.1,326 citations
  6. Efficient Transformers: A SurveyYi Tay, Mostafa Dehghani, Dara Bahri et al.1,235 citations · our summary
  7. Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems ↗Jared Willard, Xiaowei Jia, Shaoming Xu et al.878 citations
  8. Federated Learning for Smart Healthcare: A Survey ↗Dinh C. Nguyen, Quoc‐Viet Pham, Pubudu Nishantha Pathirana et al.805 citations
  9. Trustworthy Artificial Intelligence: A Review ↗Davinder Kaur, Süleyman Uslu, Kaley J. Rittichier et al.691 citations
  10. Challenges in Deploying Machine Learning: A Survey of Case Studies ↗Andrei Paleyes, Raoul-Gabriel Urma, Neil David Lawrence626 citations
  11. Trustworthy AI: From Principles to Practices ↗Bo Li, Peng Qi, Bo Liu et al.591 citations
  12. A Review on Fairness in Machine Learning ↗Dana Pessach, Erez Shmueli579 citations
  13. Membership Inference Attacks on Machine Learning: A Survey ↗Hongsheng Hu, Zoran A. Salcic, Lichao Sun et al.564 citations
  14. Edge Computing with Artificial Intelligence: A Machine Learning Perspective ↗Haochen Hua, Yutong Li, Tonghe Wang et al.563 citations
  15. Reinforcement Learning based Recommender Systems: A Survey ↗M. Mehdi Afsar, Trafford Crump, Behrouz H. Far502 citations
  16. EEG Based Emotion Recognition: A Tutorial and Review ↗Xiang Li, Yazhou Zhang, Prayag Tiwari et al.495 citations
  17. Knowledge Tracing: A Survey ↗Ghodai M. Abdelrahman, Qing Wang, Bernardo Pereira Nunes468 citations
  18. A Survey on Data Augmentation for Text Classification ↗Markus Bayer, Marc–André Kaufhold, Christian Reuter425 citations
  19. Avoiding Overfitting: A Survey on Regularization Methods for Convolutional Neural Networks ↗Claudio Filipi Gonçalves dos Santos, João Paulo Papa415 citations
  20. Edge-computing-driven Internet of Things: A Survey ↗Linghe Kong, Jinlin Tan, Junqin Huang et al.396 citations
  21. Deep Learning for Time Series Forecasting: Tutorial and Literature Survey ↗Konstantinos Benidis, Syama Sundar Rangapuram, Valentín Flunkert et al.371 citations
  22. AI in Finance: Challenges, Techniques, and Opportunities ↗Longbing Cao366 citations
  23. Fuzzing: A Survey for Roadmap ↗Xiaogang Zhu, Sheng Wen, Seyit Ahmet Camtepe et al.334 citations
  24. Generative Adversarial Networks in Time Series: A Systematic Literature Review ↗Eoin Brophy, Zhengwei Wang, Qi She et al.333 citations
  25. AUC Maximization in the Era of Big Data and AI: A Survey ↗Tianbao Yang, Yiming Ying323 citations
  26. Blockchain-Based Federated Learning for Securing Internet of Things: A Comprehensive Survey ↗Wael Issa, Nour Moustafa, Benjamin Turnbull et al.319 citations
  27. A Survey on Differential Privacy for Unstructured Data Content ↗Ying Zhao, Jinjun Chen313 citations
  28. Neural Machine Translation for Low-resource Languages: A Survey ↗Surangika Ranathunga, En-Shiun Annie Lee, Marjana Prifti Skënduli et al.313 citations
  29. Generative Adversarial Networks for face generation: A survey ↗Amina Kammoun, Rim Slama, Hedi Tabia et al.311 citations
  30. A Systematic Review on Data Scarcity Problem in Deep Learning: Solution and Applications ↗Ms. Aayushi Bansal, Rewa Sharma, Mamta Kathuria306 citations
  31. Split Computing and Early Exiting for Deep Learning Applications: Survey and Research Challenges ↗Yoshitomo Matsubara, Marco Levorato, Francesco Restuccia304 citations
  32. Blockchain-empowered Federated Learning: Challenges, Solutions, and Future Directions ↗Juncen Zhu, Jiannong Cao, Divya Saxena et al.301 citations
  33. A Survey on Ransomware: Evolution, Taxonomy, and Defense Solutions ↗Harun Oz, Ahmet Arış, Albert William Levi et al.291 citations
  34. Evaluating Recommender Systems: Survey and Framework ↗Eva Zangerle, Christine Bauer283 citations
  35. Blockchain-enabled Federated Learning: A Survey ↗Youyang Qu, Md Palash Uddin, Chenquan Gan et al.280 citations
  36. Serverless Computing: A Survey of Opportunities, Challenges, and Applications ↗Hossein Shafiei, Ahmad Khonsari, Payam Mousavi274 citations
  37. A Comprehensive Survey on Poisoning Attacks and Countermeasures in Machine Learning ↗Zhiyi Tian, Lei Cui, Jie Liang et al.271 citations
  38. Exploring Neuromorphic Computing Based on Spiking Neural Networks: Algorithms to Hardware ↗Nitin Rathi, Indranil Chakraborty, Adarsh Kumar Kosta et al.267 citations
  39. Path-Planning for Unmanned Aerial Vehicles with Environment Complexity Considerations: A Survey ↗Michael Jones, Soufiene Djahel, Kristopher Welsh258 citations
  40. Anomaly Detection and Failure Root Cause Analysis in (Micro) Service-Based Cloud Applications: A Survey ↗Jacopo Soldani, Antonio Brogi A254 citations
  41. Cybersecurity of Industrial Cyber-Physical Systems: A Review ↗Hakan Kayan, Matthew Nunes, OMER F. RANA et al.253 citations
  42. Kubernetes Scheduling: Taxonomy, Ongoing Issues and Challenges ↗M. Carmen Carrión250 citations
  43. A Survey of Knowledge-enhanced Text Generation ↗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 ↗Wu Liu, Qian Bao, Yu Ming Sun et al.247 citations
  45. AI-Based Intrusion Detection Systems for In-Vehicle Networks: A Survey ↗Sampath Rajapaksha, Harsha Kalutarage, Mhd Omar Al-Kadri et al.244 citations
  46. The Evolution of Topic Modeling ↗Rob Churchill, Lisa Singh244 citations
  47. D’ya Like DAGs? A Survey on Structure Learning and Causal Discovery ↗Matthew James Vowels, Necati Cihan Camgöz, Richard Bowden234 citations
  48. SoK: Decentralized Exchanges (DEX) with Automated Market Maker (AMM) Protocols ↗Jiahua Xu, Krzysztof Paruch, Simon Cousaert et al.230 citations
  49. A Survey of Machine Learning for Computer Architecture and Systems ↗Nan Wu, Yuan Xie213 citations
  50. Post-hoc Interpretability for Neural NLP: A Survey ↗Andreas Madsen, Siva Reddy, Sarath Chandar207 citations
  51. The Eye in Extended Reality: A Survey on Gaze Interaction and Eye Tracking in Head-worn Extended Reality ↗Alexander Plopski, Teresa Hirzle, Nahal Norouzi et al.205 citations
  52. A Survey of Evaluation Metrics Used for NLG Systems ↗Ananya B. Sai, Akash Kumar Mohankumar, Mitesh M. Khapra202 citations
  53. Five Facets of 6G: Research Challenges and Opportunities ↗Li-Hsiang Shen, Kai‐Ten Feng, Lajos Hanzo191 citations
  54. Resource Allocation and Task Scheduling in Fog Computing and Internet of Everything Environments: A Taxonomy, Review, and Future Directions ↗Bushra Jamil, Humaira Ijaz, Mohammad Shojafar et al.189 citations
  55. Evolutionary Dynamic Multi-objective Optimisation: A Survey ↗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 ↗Arash Heidari, Nima Jafari Navimipour, Mehmet Ünal et al.188 citations
  57. Orchestration in Fog Computing: A Comprehensive Survey ↗Breno Costa, João Bachiega, Leonardo Rebouças de Carvalho et al.185 citations
  58. The Serverless Computing Survey: A Technical Primer for Design Architecture ↗Zijun Li, Linsong Guo, Jiagan Cheng et al.185 citations
  59. A Survey on Active Deep Learning: From Model Driven to Data Driven ↗Peng Liu, Lizhe Wang, Rajiv Kumar Ranjan et al.184 citations
  60. Tackling Climate Change with Machine Learning ↗David Rolnick, Priya L. Donti, Lynn H. Kaack et al.182 citations
  61. SoK: Deep Learning-based Physical Side-channel Analysis ↗Stjepan Picek, Guilherme Perin, Luca Mariot et al.177 citations
  62. Smart Grid Cyber-Physical Situational Awareness of Complex Operational Technology Attacks: A Review ↗Muhammad Nouman Nafees, Neetesh Saxena, Álvaro A. Cárdenas et al.175 citations
  63. Face Image Quality Assessment: A Literature Survey ↗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 ↗Henry Weld, Xiaoqi Huang, Siqu Long et al.167 citations
  65. Blockchain-Based Digital Twins: Research Trends, Issues, and Future Challenges ↗Sabah Suhail, Rasheed Hussain, Raja Jurdak et al.167 citations
  66. A Survey of Algorithmic Recourse: Contrastive Explanations and Consequential Recommendations ↗Amir-Hossein Karimi, Gilles Barthe, Bernhard Schölkopf et al.166 citations
  67. Video Generative Adversarial Networks: A Review ↗Nuha Aldausari, Arcot Sowmya, Nadine Marcus et al.162 citations
  68. Explainable Deep Reinforcement Learning: State of the Art and Challenges ↗George A. Vouros160 citations
  69. Mobile Augmented Reality: User Interfaces, Frameworks, and Intelligence ↗Jacky Cao, Kit Yung Lam, Lik‐Hang Lee et al.160 citations
  70. Camera Measurement of Physiological Vital Signs ↗Daniel McDuff159 citations
  71. Machine Learning-Enabled IoT Security: Open Issues and Challenges Under Advanced Persistent Threats ↗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 ↗Anna Rogers, Matt Gardner, Isabelle Augenstein156 citations
  73. Open-world Machine Learning: Applications, Challenges, and Opportunities ↗Jitendra Parmar, Satyendra Singh Chouhan, Vaskar Raychoudhury et al.154 citations
  74. Adversarial Attacks and Defenses in Deep Learning: From a Perspective of Cybersecurity ↗Shuai Zhou, Chi Liu, Dayong Ye et al.153 citations
  75. A Survey of Security and Privacy Issues in V2X Communication Systems ↗Takahito Yoshizawa, Dave Singelée, Jan Tobias Mühlberg et al.151 citations
  76. Self-Supervised Learning for Videos: A Survey ↗Madeline C. Schiappa, Yogesh Singh Rawat, Mubarak A. Shah151 citations
  77. The Elements of End-to-end Deep Face Recognition: A Survey of Recent Advances ↗Hang Du, Hailin Shi, Dan Zeng et al.151 citations
  78. Connect API with Blockchain: A Survey on Blockchain Oracle Implementation ↗Amirmohammad Pasdar, Young Choon Lee, Zhongli Dong150 citations
  79. A Survey of Natural Language Generation ↗Chenhe Dong, Yinghui Li, Haifan Gong et al.149 citations
  80. Provenance-based Intrusion Detection Systems: A Survey ↗Michael Zipperle, Florian Gottwalt, Elizabeth Chang et al.146 citations
  81. Machine Learning-based Orchestration of Containers: A Taxonomy and Future Directions ↗Zhiheng Zhong, Minxian Xu, Maria Alejandra Rodriguez et al.143 citations
  82. A Survey on Synchronous Augmented, Virtual, andMixed Reality Remote Collaboration Systems ↗Alexander Schäfer, Gerd Reis, Didier Stricker142 citations
  83. A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges ↗Denis V. Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov et al.139 citations
  84. Hardware Approximate Techniques for Deep Neural Network Accelerators: A Survey ↗Giorgos Armeniakos, Georgios Zervakis, Dimitrios Soudris et al.139 citations
  85. A Comprehensive Survey on Imputation of Missing Data in Internet of Things ↗Deepak Adhikari, Wei Jiang, Jinyu Zhan et al.136 citations
  86. Multi-document Summarization via Deep Learning Techniques: A Survey ↗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 ↗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 ↗Denis V. Kleyko, Dmitri A. Rachkovskij, Evgeny Osipov et al.135 citations
  89. Constructing Neural Network Based Models for Simulating Dynamical Systems ↗Christian Møldrup Legaard, Thomas Schranz, Gerald Schweiger et al.135 citations
  90. Multimodality in VR: A Survey ↗Daniel Martin, Sandra Malpica, Diego Gutiérrez et al.135 citations
  91. A Systematic Survey of Just-in-Time Software Defect Prediction ↗Yunhua Zhao, Kostadin Damevski, Hui Chen132 citations
  92. Generative Adversarial Networks for Face Generation: A Survey ↗Amina Kammoun, Rim Slama, Hedi Tabia et al.132 citations
  93. Cross-Domain WiFi Sensing with Channel State Information: A Survey ↗Chen Chen, Gang Zhou, Youfang Lin130 citations
  94. Level-5 Autonomous Driving—Are We There Yet? A Review of Research Literature ↗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 ↗Pedro Cruz, Nadjib Achir, Aline Carneiro Viana128 citations
  96. The Secondary Use of Electronic Health Records for Data Mining: Data Characteristics and Challenges ↗Tabinda Sarwar, Sattar Seifollahi, Jeffrey Chan et al.126 citations
  97. Multimodal Classification: Current Landscape, Taxonomy and Future Directions ↗William C. Sleeman, Rishabh Kapoor, Preetam Ghosh124 citations
  98. Multiple Mobile Robot Task and Motion Planning: A Survey ↗Luke Antonyshyn, Jefferson Silveira, Sidney Nascimento Givigi et al.123 citations
  99. Advancing SDN from OpenFlow to P4: A Survey ↗Athanasios Liatifis, Panagiotis G. Sarigiannidis, Vasileios Argyriou et al.122 citations
  100. On the Explainability of Natural Language Processing Deep Models ↗Julia El Zini, Mariette Awad120 citations

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