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ACM Computing Surveys 2025: all accepted papers

398 papers · page 1 of 4 · the most cited first · ← ACM Computing Surveys 2025

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  1. Security and Privacy Challenges of Large Language Models: A SurveyBadhan Chandra Das, M. Hadi Amini, Yanzhao Wu357 citations · our summary
  2. Data-centric Artificial Intelligence: A Survey ↗Daochen Zha, Zaid Pervaiz Bhat, Kwei-Herng Lai et al.334 citations
  3. AI Agents Under Threat: A Survey of Key Security Challenges and Future Pathways ↗Zehang Deng, Yongjian Guo, Changzhou Han et al.203 citations
  4. Empowering Edge Intelligence: A Comprehensive Survey on On-Device AI Models ↗Xubin Wang, Zhiqing Tang, Jianxiong Guo et al.202 citations
  5. Instruction Tuning for Large Language Models: A SurveyShengyu Zhang, Linfeng Dong, Xiaoya Li et al.182 citations · our summary
  6. A Survey on Kolmogorov-Arnold Network ↗Shriyank Somvanshi, Syed Aaqib Javed, Md Monzurul Islam et al.175 citations
  7. A Review on Edge Large Language Models: Design, Execution, and Applications ↗Yue Zheng, Yuhao Chen, Bin Qian et al.158 citations
  8. Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey ↗Chen Ling, Xujiang Zhao, Jiaying Lu et al.141 citations
  9. A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms ↗Cristina Silvano, Daniele Ielmini, Fabrizio Ferrandi et al.133 citations
  10. Scientific Large Language Models: A Survey on Biological & Chemical Domains ↗Qiang Zhang, Keyan Ding, Tianwen Lv et al.122 citations
  11. A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models ↗Haopeng Zhang, Philip S. Yu, Jiawei Zhang112 citations
  12. A Comprehensive Review on Autonomous Navigation ↗Saeid Nahavandi, Roohallah Alizadehsani, Darius Nahavandi et al.104 citations
  13. Deep Learning on Network Traffic Prediction: Recent Advances, Analysis, and Future Directions ↗Ons Aouedi, Van An Le, Kandaraj Piamrat et al.104 citations
  14. Alert Fatigue in Security Operations Centres: Research Challenges and Opportunities ↗Shahroz Tariq, Mohan Baruwal Chhetri, ‪Surya Nepal‬ et al.95 citations
  15. A Survey on Uncertainty Quantification Methods for Deep Learning ↗Wenchong He, Zhe Jiang, Tingsong Xiao et al.92 citations
  16. Embodied Intelligence: A Synergy of Morphology, Action, Perception and Learning ↗Huaping Liu, Di Guo, Angelo Cangelosi88 citations
  17. Generative AI Empowered Network Digital Twins: Architecture, Technologies, and Applications ↗Tong Li, Qingyue Long, Haoye Chai et al.87 citations
  18. RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs ↗Shreyas Chaudhari, Pranjal Aggarwal, Vishvak Murahari et al.87 citations
  19. A Survey of Multimodal Learning: Methods, Applications, and Future ↗Yuan Yuan, Zhaojian Li, Bin Zhao84 citations
  20. A Systematic Literature Review of Robust Federated Learning: Issues, Solutions, and Future Research Directions ↗Md Palash Uddin, Yong Xiang, Mahmudul Hasan et al.79 citations
  21. Continual Learning of Large Language Models: A Comprehensive Survey ↗Haizhou Shi, Zihao Xu, Hengyi Wang et al.79 citations
  22. A Survey of Autonomous Driving from a Deep Learning Perspective ↗Jingyuan Zhao, Yuyan Wu, Rui Deng et al.77 citations
  23. Networking Systems for Video Anomaly Detection: A Tutorial and Survey ↗Jing Liu, Yang Liu, Jieyu Lin et al.77 citations
  24. A Survey of Explainable Artificial Intelligence (XAI) in Financial Time Series Forecasting ↗Pierre-Daniel Arsenault, Shengrui Wang, Jean-Marc Patenaude76 citations
  25. Natural Language Processing for the Legal Domain: A Survey of Tasks, Datasets, Models, and Challenges ↗Farid Ariai, Joel Mackenzie, Gianluca Demartini76 citations
  26. Blockchain-Empowered Trustworthy Data Sharing: Fundamentals, Applications, and Challenges ↗Thanh Tu Nguyen, Lam Duc Nguyen, Thong Hoang et al.75 citations
  27. Comprehensive Review of Path Planning Techniques for Unmanned Aerial Vehicles (UAVs) ↗Pawan Kumar, Kunwar Pal, Mahesh Chandra Govil72 citations
  28. LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights ↗Ze Sheng, Z.G. Chen, Shuning Gu et al.71 citations
  29. Quantum Key Distribution Networks - Key Management: A Survey ↗Emir Dervisevic, Amina Tanković, Ehsan Fazel et al.71 citations
  30. A Survey on Speech Deepfake Detection ↗Menglu Li, Yasaman Ahmadiadli, Xiao-Ping Steven Zhang70 citations
  31. Knowledge Distillation on Graphs: A Survey ↗Yijun Tian, Shichao Pei, Xiangliang Zhang et al.68 citations
  32. Transformers in Small Object Detection: A Benchmark and Survey of State-of-the-Art ↗Aref Miri Rekavandi, Shima Rashidi, Farid Boussaïd et al.68 citations
  33. Physics-Guided Deep Learning for Dynamical Systems: A Survey ↗Rui Wang, Rose Yu67 citations
  34. Understanding World or Predicting Future? A Comprehensive Survey of World Models ↗Jingtao Ding, Yunke Zhang, Yu Shang et al.66 citations
  35. Green Federated Learning: A New Era of Green Aware AI ↗Dipanwita Thakur, Antonella Guzzo, Giancarlo Fortino et al.65 citations
  36. Intrusion Detection Based on Federated Learning: A Systematic Review ↗José L. Hernández-Ramos, Γεώργιος Καρόπουλος, Efstratios Chatzoglou et al.65 citations
  37. Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey ↗Jiayi Kuang, Ying Shen, Jingyou Xie et al.65 citations
  38. Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems ↗Xupeng Miao, Gabriele Oliaro, Zhihao Zhang et al.65 citations
  39. AI-Generated Content (AIGC) for Various Data Modalities: A Survey ↗Lin Geng Foo, Hossein Rahmani, Jun Liu63 citations
  40. The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape ↗Joshua Zhao, Saurabh Bagchi, A. Salman Avestimehr et al.61 citations
  41. A Survey on Recent Advances in LLM-Based Multi-turn Dialogue SystemsZihao Yi, Jiarui Ouyang, Zhe Xu et al.59 citations · our summary
  42. Review-based Recommender Systems: A Survey of Approaches, Challenges and Future Perspectives ↗Emrul Hasan, Mizanur Rahman, Chen Ding et al.59 citations
  43. Recent Advances of Differential Privacy in Centralized Deep Learning: A Systematic Survey ↗Lea Demelius, Roman Kern, Andreas Trügler58 citations
  44. A Survey on Hypergraph Mining: Patterns, Tools, and Generators ↗Geon Lee, Fanchen Bu, Tina Eliassi‐Rad et al.57 citations
  45. Domain Generalization in Computational Pathology: Survey and Guidelines ↗Mostafa Jahanifar, Manahil Raza, Kesi Xu et al.57 citations
  46. A Primer on Pretrained Multilingual Language Models ↗Sumanth Doddapaneni, Gowtham Ramesh, Mitesh M. Khapra et al.54 citations
  47. A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions ↗Ola Shorinwa, Zhiting Mei, Justin Lidard et al.53 citations
  48. Natural Language Processing for Dialects of a Language: A Survey ↗Aditya Joshi, Raj Dabre, Diptesh Kanojia et al.53 citations
  49. Underwater Optical Object Detection in the Era of Artificial Intelligence: Current, Challenge, and Future ↗Long Chen, Yuzhi Huang, Junyu Dong et al.51 citations
  50. Igniting Language Intelligence: The Hitchhiker’s Guide from Chain-of-Thought Reasoning to Language Agents ↗Zhuosheng Zhang, Yao Yao, Aston Zhang et al.50 citations
  51. Multi-Step Reasoning with Large Language Models, a Survey ↗Aske Plaat, Annie Wong, Suzan Verberne et al.50 citations
  52. A Comprehensive Survey on Machine Learning Driven Material Defect Detection ↗Jun Bai, Di Wu, Tristan Shelley et al.49 citations
  53. A Survey on Employing Large Language Models for Text-to-SQL Tasks ↗Liang Shi, Zhengju Tang, Nan Zhang et al.48 citations
  54. The Emerged Security and Privacy of LLM Agent: A Survey with Case Studies ↗Feng He, Tianqing Zhu, Dayong Ye et al.48 citations
  55. A Survey on Error-Bounded Lossy Compression for Scientific Datasets ↗Sheng Di, Jinyang Liu, Kai Zhao et al.47 citations
  56. Self-supervised Learning for Electroencephalogram: A Systematic Survey ↗Weining Weng, Yang Gu, Shuai Guo et al.47 citations
  57. Towards Lifelong Learning of Large Language Models: A Survey ↗Junhao Zheng, Shengjie Qiu, Chengming Shi et al.47 citations
  58. Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey ↗Huali Xu, Shuaifeng Zhi, Shuzhou Sun et al.46 citations
  59. A Survey of AIOps in the Era of Large Language Models ↗Lingzhe Zhang, Tong Jia, Mengxi Jia et al.45 citations
  60. A Survey on Exploring Real and Virtual Social Network Rumors: State-of-the-Art and Research Challenges ↗Qiang He, Songyangjun Zhang, Yuliang Cai et al.45 citations
  61. Deep Generative Models for Therapeutic Peptide Discovery: A Comprehensive Review ↗Leshan Lai, Yuansheng Liu, Bosheng Song et al.45 citations
  62. Class-Imbalanced Learning on Graphs: A Survey ↗Yihong Ma, Yijun Tian, Nuno Moniz et al.44 citations
  63. Unique Security and Privacy Threats of Large Language Models: A Comprehensive Survey ↗Shang Wang, Tianqing Zhu, Bo Liu et al.44 citations
  64. Vertical Federated Learning for Effectiveness, Security, Applicability: A Survey ↗Mang Ye, Wei Shen, Bo Du et al.44 citations
  65. From Tiny Machine Learning to Tiny Deep Learning: A Survey ↗Shriyank Somvanshi, Md Monzurul Islam, Gaurab Chhetri et al.42 citations
  66. Conformal Prediction: A Data Perspective ↗Xiaofan Zhou, Baiting Chen, Yu Gui et al.41 citations
  67. Hallucination Detection in Foundation Models for Decision-Making: A Flexible Definition and Review of the State of the Art ↗Neeloy Chakraborty, Melkior Ornik, Katherine Driggs-Campbell41 citations
  68. Natural Language Processing Methods for Symbolic Music Generation and Information Retrieval: A Survey ↗Dinh-Viet-Toan Le, Louis Bigo, Dorien Herremans et al.41 citations
  69. Data Readiness for AI: A 360-Degree Survey ↗Kaveen Hiniduma, Suren Byna, Jean Luca Bez40 citations
  70. Keystroke Dynamics: Concepts, Techniques, and Applications ↗Rashik Shadman, Ahmed Anu Wahab, Michael Manno et al.40 citations
  71. Nonnegative Matrix Factorization in Dimensionality Reduction: A Survey ↗Farid Saberi-Movahed, Kamal Berahmand, Razieh Sheikhpour et al.40 citations
  72. Transfer Learning in Sensor-Based Human Activity Recognition: A Survey ↗Sourish Gunesh Dhekane, Thomas Plötz40 citations
  73. Diffusion-Based Visual Art Creation: A Survey and New Perspectives ↗Bingyuan Wang, Qifeng Chen, Zeyu Wang39 citations
  74. Generative AI for Intelligent Transportation Systems: Road Transportation Perspective ↗Huan Yan, Yong Li39 citations
  75. AI Alignment: A Contemporary Survey ↗Jiaming Ji, Tianyi Qiu, Boyuan Chen et al.37 citations
  76. Recent Advances in Symbolic Regression ↗Junlan Dong, Jinghui Zhong37 citations
  77. A Container Security Survey: Exploits, Attacks, and Defenses ↗Omar Jarkas, Ryan K. L. Ko, Naipeng Dong et al.36 citations
  78. Privacy Preserving Prompt Engineering: A Survey ↗Kennedy Edemacu, Xintao Wu36 citations
  79. Artificial Intelligence as a Service (AIaaS) for Cloud, Fog and the Edge: State-of-the-Art Practices ↗Naeem Syed, Adnan Anwar, Zubair Ahmed Baig et al.35 citations
  80. The Evolution of Reinforcement Learning in Quantitative Finance: A Survey ↗Nikolaos Pippas, Elliot Andrew Ludvig, Çağatay Turkay35 citations
  81. Attacks and Defenses for Generative Diffusion Models: A Comprehensive Survey ↗Vu Tuan Truong, L. Dang, Long Bao Le34 citations
  82. Approximate Computing Survey, Part I: Terminology and Software & Hardware Approximation Techniques ↗Vasileios Leon, Muhammad Abdullah Hanif, Giorgos Armeniakos et al.33 citations
  83. A Comprehensive Survey on Self-Supervised Learning for Recommendation ↗Xubin Ren, Wei Wei, Lianghao Xia et al.32 citations
  84. Concept-based Explainable Artificial Intelligence: A Survey ↗Eleonora Poeta, Gabriele Ciravegna, Eliana Pastor et al.32 citations
  85. Survey on Factuality in Large Language Models ↗Cunxiang Wang, Xiaoze Liu, Yuanhao Yue et al.32 citations
  86. Towards Trustworthy AI: A Review of Ethical and Robust Large Language Models ↗Md Meftahul Ferdaus, Mahdi Abdelguerfi, Elias Ioup et al.32 citations
  87. Graph Deep Learning for Time Series Forecasting ↗Andrea Cini, Ivan Marisca, Daniele Zambon et al.31 citations
  88. Maintainability and Scalability in Machine Learning: Challenges and Solutions ↗Karthik Shivashankar, Ghadi S. Al Hajj, Antonio Martini31 citations
  89. A Comprehensive Survey on Big Data Analytics: Characteristics, Tools and Techniques ↗Mohammad Shahnawaz, Manish Kumar30 citations
  90. Few-Shot Learning for Medical Image Segmentation: A Review and Comparative Study ↗Theekshana Dissanayake, Yasmeen George, Dwarikanath Mahapatra et al.30 citations
  91. Fundamental Capabilities and Applications of Large Language Models: A Survey ↗Jiawei Li, Yang Gao, Yizhe Yang et al.30 citations
  92. A Multivocal Review of MLOps Practices, Challenges and Open Issues ↗Beyza Eken, Samodha Pallewatta, Nguyen Khoi Tran et al.29 citations
  93. A Survey on Diffusion Models for Time Series and Spatio-Temporal Data ↗Yiyuan Yang, Ming Jin, Haomin Wen et al.29 citations
  94. UAV Operations Safety Assessment: A Systematic Literature Review ↗Omid Asghari, Naghmeh Ivaki, Henrique Madeira29 citations
  95. A Survey of mmWave Backscatter: Applications, Platforms, and Technologies ↗Yimiao Sun, Yuan He, Yang Zou et al.28 citations
  96. From 5G to 6G: A Survey on Security, Privacy, and Standardization Pathways ↗Mengmeng Yang, Youyang Qu, Thilina Ranbaduge et al.28 citations
  97. Making Sense of Big Data in Intelligent Transportation Systems: Current Trends, Challenges and Future Directions ↗Mian Ahmad Jan, Muhammad Adil, Bouziane Brik et al.28 citations
  98. Out-of-Distribution Detection: A Task-Oriented Survey of Recent Advances ↗Shuo Lu, Yingsheng Wang, Lijun Sheng et al.28 citations
  99. Analytical Survey of Learning with Low-Resource Data: From Analysis to Investigation ↗Xiaofeng Cao, Mingwei Xu, Xin Feng Yu et al.27 citations
  100. Ante-Hoc Methods for Interpretable Deep Models: A Survey ↗Antonio Di Marino, Vincenzo Bevilacqua, Angelo Ciaramella et al.27 citations

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