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ACM Computing Surveys 2023: all accepted papers

242 papers · page 1 of 3 · the most cited first · ← ACM Computing Surveys 2023

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  1. Diffusion Models: A Comprehensive Survey of Methods and Applications ↗Ling Qiang Yang, Zhilong Zhang, Yang Song et al.1,666 citations
  2. Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A SurveyBonan Min, Hayley Ross, Elior Sulem et al.1,370 citations · our summary
  3. Deep Learning-based Human Pose Estimation: A Survey ↗Ce Zheng, Wenhan Wu, Chen Chen et al.750 citations
  4. A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities ↗Yisheng Song, Ting Wang, Puyu Cai et al.712 citations
  5. Fairness in Machine Learning: A Survey ↗Simon J. Caton, Christian Stefan Haas624 citations
  6. Heterogeneous Federated Learning: State-of-the-art and Research Challenges ↗Mang Ye, Xiuwen Fang, Bo Du et al.608 citations
  7. Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better ↗Gaurav Menghani605 citations
  8. From Anecdotal Evidence to Quantitative Evaluation Methods: A Systematic Review on Evaluating Explainable AI ↗Meike Nauta, Jan Trienes, Shreyasi Pathak et al.567 citations
  9. Recent Advances in Bayesian Optimization ↗Xilu Wang, Yaochu Jin, Sebastian Schmitt et al.477 citations
  10. A Comprehensive Survey on Automatic Knowledge Graph Construction ↗Lingfeng Zhong, Jia Xin Wu, Qian Li et al.382 citations
  11. Multimodal Sentiment Analysis: A Survey of Methods, Trends, and Challenges ↗Ringki Das, Thoudam Doren Singh363 citations
  12. A Survey of Controllable Text Generation Using Transformer-based Pre-trained Language Models ↗Hanqing Zhang, Haolin Song, Shaoyu Li et al.313 citations
  13. A Survey on Measuring Cognitive Workload in Human-Computer Interaction ↗Thomas Kosch, Jakob Karolus, Johannes Zagermann et al.294 citations
  14. A Survey of Privacy Attacks in Machine Learning ↗María Rigaki, Sebastián García270 citations
  15. A Survey of Blockchain Consensus Protocols ↗Jie Xu, Cong Wang, Xiaohua Jia263 citations
  16. A Review of the F-Measure: Its History, Properties, Criticism, and Alternatives ↗Peter Christen, David J. Hand, Nishadi Kirielle232 citations
  17. Explainable Reinforcement Learning: A Survey and Comparative Review ↗Stephanie Milani, Nicholay Topin, Manuela Veloso et al.224 citations
  18. A Survey on Hypergraph Representation Learning ↗Alessia Antelmi, Gennaro Cordasco, Mirko Polato et al.220 citations
  19. Edge Computing and Sensor-Cloud: Overview, Solutions, and Directions ↗Tian Wang, Yuzhu Liang, Xuewei Shen et al.202 citations
  20. Deep Learning Approaches on Image Captioning: A Review ↗Taraneh Ghandi, Hamid Reza Pourreza, Hamidreza Mahyar194 citations
  21. Named Entity Recognition and Classification in Historical Documents: A Survey ↗Maud Ehrmann, Ahmed Hamdi, Elvys Linhares Pontes et al.181 citations
  22. Artificial Intelligence for Safety-Critical Systems in Industrial and Transportation Domains: A Survey ↗Jon Perez-Cerrolaza, Jaume Abella, Markus Borg et al.179 citations
  23. Physical Unclonable Functions (PUF) for IoT Devices ↗Abdulaziz Al-Meer, Saif M. Al-Kuwari176 citations
  24. Pre-trained Language Models in Biomedical Domain: A Systematic Survey ↗Benyou Wang, Qianqian Xie, Jiahuan Pei et al.169 citations
  25. Wireless Powered Mobile Edge Computing Networks: A Survey ↗Xiaojie Wang, Jiameng Li, Zhaolong Ning et al.166 citations
  26. Explainable Deep Learning Methods in Medical Image Classification: A Survey ↗Cristiano Patrício, João C. Neves, Luís Filipe Teixeira161 citations
  27. Machine Unlearning: A Survey ↗Heng Xu, Tianqing Zhu, Lefeng Zhang et al.157 citations
  28. Wild Patterns Reloaded: A Survey of Machine Learning Security against Training Data Poisoning ↗Antonio Emanuele Ciná, Kathrin Grosse, Ambra Demontis et al.151 citations
  29. A Survey of Adversarial Defenses and Robustness in NLP ↗Shreya Goyal, Sumanth Doddapaneni, Mitesh M. Khapra et al.146 citations
  30. Demystifying Graph Databases: Analysis and Taxonomy of Data Organization, System Designs, and Graph Queries ↗Maciej Besta, Robert Gerstenberger, Emanuel Peter et al.145 citations
  31. A Practical Survey on Faster and Lighter Transformers ↗Quentin Fournier, Gaétan Marceau, Daniel Aloise144 citations
  32. Representation Bias in Data: A Survey on Identification and Resolution Techniques ↗Nima Shahbazi, Lin Yin, Abolfazl Asudeh et al.132 citations
  33. I Know What You Trained Last Summer: A Survey on Stealing Machine Learning Models and Defences ↗Daryna Oliynyk, Rudolf L. Mayer, Andreas Rauber131 citations
  34. Mobile Edge Computing and Machine Learning in the Internet of Unmanned Aerial Vehicles: A Survey ↗Zhaolong Ning, Hao Hu, Xiaojie Wang et al.130 citations
  35. A Review of Modern Fashion Recommender Systems ↗Yashar Deldjoo, Fatemeh Nazary, Arnau Ramisa A et al.129 citations
  36. Intelligence at the Extreme Edge: A Survey on Reformable TinyML ↗Visal Rajapakse, Ishan Karunanayake, Nadeem Ahmed127 citations
  37. Survey on Evolutionary Deep Learning: Principles, Algorithms, Applications, and Open Issues ↗Nan Li, Lianbo Ma, Guo Yu et al.127 citations
  38. Deep Learning Workload Scheduling in GPU Datacenters: A Survey ↗Zhisheng Ye, Wei Gao, Qinghao Hu et al.126 citations
  39. Malware Detection with Artificial Intelligence: A Systematic Literature Review ↗Matthew Gaber, Mohiuddin Ahmed, Helge Janicke123 citations
  40. Reinforcement Learning Methods for Computation Offloading: A Systematic Review ↗Zeinab Zabihi, Amir Masoud Eftekhari Moghadam, Mohammad Hossein Rezvani123 citations
  41. A Survey on Deep Learning for Symbolic Music Generation: Representations, Algorithms, Evaluations, and Challenges ↗Shulei Ji, Xinyu Yang, Jing Luo122 citations
  42. Responsible AI Pattern Catalogue: A Collection of Best Practices for AI Governance and Engineering ↗Qinghua Lu, Liming Zhu, Xiwei Xu et al.121 citations
  43. A Survey on Underwater Computer Vision ↗Salma González-Sabbagh, Antonio Robles‐Kelly119 citations
  44. Towards Smart Education through Internet of Things: A Survey ↗Afzal Badshah, Anwar Ghani, Ali Daud et al.116 citations
  45. Federated Learning for Computationally Constrained Heterogeneous Devices: A Survey ↗Kilian Pfeiffer, Martin Rapp, Ramin Khalili et al.115 citations
  46. Security Threats, Countermeasures, and Challenges of Digital Supply Chains ↗Badis Hammi, Sherali Zeadally, Jamel Nebhen112 citations
  47. Exploring Blockchains Interoperability: A Systematic Survey ↗Gang Wang, Qin Wang, Shiping Chen111 citations
  48. Reaching Consensus in the Byzantine Empire: A Comprehensive Review of BFT Consensus Algorithms ↗Gengrui Zhang, Fei Pan, Yunhao Mao et al.110 citations
  49. Explainable AI for Medical Data: Current Methods, Limitations, and Future Directions ↗Md Imran Hossain, Ghada Zamzmi, Peter R. Mouton et al.106 citations
  50. Placement of Microservices-based IoT Applications in Fog Computing: A Taxonomy and Future Directions ↗Samodha Pallewatta, Vassilis Kostakos, Rajkumar Buyya106 citations
  51. Privacy and Fairness in Federated Learning: On the Perspective of Tradeoff ↗Huiqiang Chen, Tianqing Zhu, Tao Zhang et al.105 citations
  52. Resource Management in Mobile Edge Computing: A Comprehensive Survey ↗Xiaojie Zhang, Saptarshi Debroy102 citations
  53. Interpreting Adversarial Examples in Deep Learning: A Review ↗Sicong Han, Chenhao Lin, Chao Qun Shen et al.100 citations
  54. Recent Trends in Task and Motion Planning for Robotics: A Survey ↗Huihui Guo, Fan Wu, Yunchuan Qin et al.98 citations
  55. Deep Learning for Zero-day Malware Detection and Classification: A Survey ↗Fatemeh Deldar, Mahdi Abadi95 citations
  56. A Survey of Generative Adversarial Networks for Synthesizing Structured Electronic Health Records ↗Ghadeer O. Ghosheh, Jin Li, Tingting Zhu94 citations
  57. Secure and Trustworthy Artificial Intelligence-extended Reality (AI-XR) for Metaverses ↗Adnan Qayyum, Muhammad Atif Butt, Hassan Mohamed Ali et al.93 citations
  58. A Survey of Design and Optimization for Systolic Array-based DNN Accelerators ↗Rui Xu, Sheng Ma, Yang Guo et al.91 citations
  59. Detecting Harmful Content on Online Platforms: What Platforms Need vs. Where Research Efforts Go ↗Arnav Arora, Preslav Nakov, Momchil Hardalov et al.85 citations
  60. Handling Bias in Toxic Speech Detection: A Survey ↗Tanmay Garg, Sarah Masud, Tharun Suresh et al.82 citations
  61. Security Threat Mitigation for Smart Contracts: A Comprehensive Survey ↗Nikolay Ivanov, Chenning Li, Qiben Yan et al.82 citations
  62. A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks ↗Mohammad Hasan Ahmadilivani, Mahdi Taheri, Jaan Raik et al.81 citations
  63. Challenges and Opportunities of Biometric User Authentication in the Age of IoT: A Survey ↗Chi-Wei Lien, Sudip Vhaduri81 citations
  64. A Joint Study of the Challenges, Opportunities, and Roadmap of MLOps and AIOps: A Systematic Survey ↗Josu Díaz-de-Arcaya, Ana I. Torre-Bastida, Gorka Zárate et al.79 citations
  65. A Scoping Survey on Cross-reality Systems ↗Jonas Auda, Uwe Gruenefeld, Sarah Faltaous et al.79 citations
  66. A Survey of Next-generation Computing Technologies in Space-air-ground Integrated Networks ↗Zhishu Shen, Jiong Jin, Cheng Tan et al.79 citations
  67. A Survey on Multi-modal Summarization ↗Anubhav Jangra, Sourajit Mukherjee, Adam Jatowt et al.76 citations
  68. Benchmarks for Automated Commonsense Reasoning: A Survey ↗Ernest Davis76 citations
  69. A Systematic Review of IoT Security: Research Potential, Challenges, and Future Directions ↗Wen Fei, Hiroyuki Ohno, Srinivas Sampalli75 citations
  70. Industrial Internet of Things Ecosystems Security and Digital Forensics: Achievements, Open Challenges, and Future Directions ↗Victor Rigworo Kebande, Ali Ismail Awad75 citations
  71. The Evolution of Distributed Systems for Graph Neural Networks and Their Origin in Graph Processing and Deep Learning: A Survey ↗Jana Vatter, Ruben Mayer, Hans‐Arno Jacobsen73 citations
  72. Data Provenance in Security and Privacy ↗Bofeng Pan, Natalia Stakhanova, Suprio Ray71 citations
  73. Container-based Virtualization for Real-time Industrial Systems—A Systematic Review ↗Rui Queiroz, Tiago Cruz, Jérôme Mendes et al.70 citations
  74. A Systematic Review of Data Quality in CPS and IoT for Industry 4.0 ↗Arda Göknil, Phu H. Nguyen, Sagar Sen et al.69 citations
  75. Swarm Robotics: A Survey from a Multi-Tasking Perspective ↗Essam Debie, Kathryn Kasmarik, Matthew Garratt69 citations
  76. Location Reference Recognition from Texts: A Survey and Comparison ↗Xuke Hu, Zhiyong Zhou, Hao Li et al.68 citations
  77. A Survey on UAV-Enabled Edge Computing: Resource Management Perspective ↗Xiaoyu Xia, Sheik Mohammad Mostakim Fattah, Muhammad Ali Babar67 citations
  78. Demystify the Fuzzing Methods: A Comprehensive Survey ↗Sanoop Mallissery, Yu‐Sung Wu66 citations
  79. Sensing within Smart Buildings: A Survey ↗Wael Alsafery, OMER F. RANA, Charith Perera64 citations
  80. The Security in Optical Wireless Communication: A Survey ↗Xiao Zhang, Griffin Klevering, Xinyu Lei et al.64 citations
  81. Combining Machine Learning and Semantic Web: A Systematic Mapping Study ↗Anna Breit, Laura Waltersdorfer, Fajar J. Ekaputra et al.63 citations
  82. A Survey on the Unmanned Aircraft System Traffic Management ↗Asma Hamissi, Amine Dhraief61 citations
  83. Automation for Network Security Configuration: State of the Art and Research Trends ↗Daniele Bringhenti, Guido Marchetto, Riccardo Sisto et al.60 citations
  84. Explainability in Deep Reinforcement Learning: A Review into Current Methods and Applications ↗Thomas Hickling, Abdelhafid Zenati, Nabil Aouf et al.60 citations
  85. Multi-Hop and Mesh for LoRa Networks: Recent Advancements, Issues, and Recommended Applications ↗A. Wong, Say Leng Goh, Mohammad Kamrul Hasan et al.60 citations
  86. A Comparative Survey of Instance Selection Methods applied to Non-Neural and Transformer-Based Text Classification ↗Washington Luiz Miranda da Cunha, Felipe Augusto Resende Viegas, Celso França et al.59 citations
  87. A Systematic Collection of Medical Image Datasets for Deep Learning ↗Johann Li, Guangming Zhu, Cong Hua et al.59 citations
  88. Control Schemes for Quadrotor UAV: Taxonomy and Survey ↗Adnan Khalid, Zohaib Mushtaq, Saad Arif et al.59 citations
  89. Guided Depth Map Super-Resolution: A Survey ↗Zhiwei Zhong, Xianming Liu, Junjun Jiang et al.59 citations
  90. Security Aspects of Cryptocurrency Wallets—A Systematic Literature Review ↗Sabine Houy, Philipp Schmid, Alexandre Bartel59 citations
  91. Temporal Link Prediction: A Unified Framework, Taxonomy, and Review ↗Meng Qin, Dit‐Yan Yeung59 citations
  92. A Survey of AI-enabled Dynamic Manufacturing Scheduling: From Directed Heuristics to Autonomous Learning ↗Jiepin Ding, Mingsong Chen, Ting Wang et al.56 citations
  93. Continuous Human Action Recognition for Human-machine Interaction: A Review ↗Harshala Gammulle, David Ahmedt‐Aristizabal, Simon Denman et al.56 citations
  94. Fairness in Deep Learning: A Survey on Vision and Language Research ↗Otávio Parraga, Martin D. Móre, Christian Mattjie et al.56 citations
  95. Machine Learning and Physics: A Survey of Integrated Models ↗Azra Seyyedi, Mahdi Bohlouli, SeyedEhsan Nedaaee Oskoee56 citations
  96. Macroprogramming: Concepts, State of the Art, and Opportunities of Macroscopic Behaviour Modelling ↗Roberto Casadei56 citations
  97. Generative Adversarial Networks: A Survey on Attack and Defense Perspective ↗Chenhan Zhang, Shui Yu, Zhiyi Tian et al.55 citations
  98. Device Fingerprinting for Cyber-Physical Systems: A Survey ↗Vijay Kumar, Kolin Paul54 citations
  99. Federated Learning for Mobility Applications ↗Melike Geçer, Benoît Garbinato54 citations
  100. Deep Reinforcement Learning Verification: A Survey ↗Matthew Landers, Afsaneh Doryab53 citations

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