---
title: "ACM Computing Surveys 2024 — papers — Elamur Research"
description: "ACM Computing Surveys 2024 — papers: 2 papers in the Elamur Research library, with our summaries, ranked by citations."
canonical: "https://research.elamur.ai/free/en/venues/acm-computing-surveys/2024/"
---
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# ACM Computing Surveys 2024 — papers

The works of ACM Computing Surveys published in 2024 that our library holds (publisher: Association for Computing Machinery): 2 works, listed below with the most cited first; each has a page with our summary, its key points and its references.

[**293** works that year](#all) · [**2** works in our library](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2024/#works) · [**551** citations of these works](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2024/#works)

## Most cited papers

By their OpenAlex citations; a paper with our summary links to its page here, the others to the original.

1. **[Deep Learning for Time Series Anomaly Detection: A Survey ↗](https://doi.org/10.1145/3691338)**Zahra Zamanzadeh Darban, Geoffrey I. Webb, Shirui Pan et al.*613 citations*
2. **[Deep Multimodal Data Fusion ↗](https://doi.org/10.1145/3649447)**Fei Zhao, Chengcui Zhang, Baocheng Geng*446 citations*
3. **[A Survey of Graph Neural Networks for Social Recommender Systems ↗](https://doi.org/10.1145/3661821)**Kartik Sharma, Yeon-Chang Lee, Sivagami Nambi et al.*268 citations*
4. **[Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey ↗](https://doi.org/10.1145/3649448)**Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan et al.*268 citations*
5. **[Lightweight Deep Learning for Resource-Constrained Environments: A Survey ↗](https://doi.org/10.1145/3657282)**Hou-I Liu, Marco Galindo, Hongxia Xie et al.*259 citations*
6. **[Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review ↗](https://doi.org/10.1145/3677119)**Sahil Verma, Varich Boonsanong, Minh Hoang et al.*255 citations*
7. **[When Federated Learning Meets Privacy-Preserving Computation ↗](https://doi.org/10.1145/3679013)**Jingxue Chen, Hang Yan, Zhiyuan Liu et al.*247 citations*
8. **[Meta-learning Approaches for Few-Shot Learning: A Survey of Recent Advances ↗](https://doi.org/10.1145/3659943)**Hassan Gharoun, Fereshteh Momenifar, Fang Chen et al.*211 citations*
9. **[Foundations & Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions ↗](https://doi.org/10.1145/3656580)**Paul Pu Liang, Amir Zadeh, Louis‐Philippe Morency*195 citations*
10. **[Pre-Trained Language Models for Text Generation: A Survey ↗](https://doi.org/10.1145/3649449)**Junyi Li, Tianyi Tang, Wayne Xin Zhao et al.*195 citations*

## All works of the year (293)

The most cited first; 2 with our summary link to their page here, the others to the original.

1. **[Deep Learning for Time Series Anomaly Detection: A Survey ↗](https://doi.org/10.1145/3691338)**Zahra Zamanzadeh Darban, Geoffrey I. Webb, Shirui Pan et al.*613 citations*
2. **[Deep Multimodal Data Fusion ↗](https://doi.org/10.1145/3649447)**Fei Zhao, Chengcui Zhang, Baocheng Geng*446 citations*
3. **[A Survey of Graph Neural Networks for Social Recommender Systems ↗](https://doi.org/10.1145/3661821)**Kartik Sharma, Yeon-Chang Lee, Sivagami Nambi et al.*268 citations*
4. **[Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey ↗](https://doi.org/10.1145/3649448)**Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan et al.*268 citations*
5. **[Lightweight Deep Learning for Resource-Constrained Environments: A Survey ↗](https://doi.org/10.1145/3657282)**Hou-I Liu, Marco Galindo, Hongxia Xie et al.*259 citations*
6. **[Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review ↗](https://doi.org/10.1145/3677119)**Sahil Verma, Varich Boonsanong, Minh Hoang et al.*255 citations*
7. **[When Federated Learning Meets Privacy-Preserving Computation ↗](https://doi.org/10.1145/3679013)**Jingxue Chen, Hang Yan, Zhiyuan Liu et al.*247 citations*
8. **[Meta-learning Approaches for Few-Shot Learning: A Survey of Recent Advances ↗](https://doi.org/10.1145/3659943)**Hassan Gharoun, Fereshteh Momenifar, Fang Chen et al.*211 citations*
9. **[Foundations & Trends in Multimodal Machine Learning: Principles, Challenges, and Open Questions ↗](https://doi.org/10.1145/3656580)**Paul Pu Liang, Amir Zadeh, Louis‐Philippe Morency*195 citations*
10. **[Pre-Trained Language Models for Text Generation: A Survey ↗](https://doi.org/10.1145/3649449)**Junyi Li, Tianyi Tang, Wayne Xin Zhao et al.*195 citations*
11. **[A Survey of AI-Generated Content (AIGC) ↗](https://doi.org/10.1145/3704262)**Yihan Cao, Siyu Li, Yixin Liu et al.*182 citations*
12. **[Tool Learning with Foundation Models](https://md.research.elamur.ai/free/en/papers/qin-2023-tool-learning-foundation-models/)**Yujia Qin, Shengding Hu, Yankai Lin et al.*177 citations · our summary*
13. **[Financial Sentiment Analysis: Techniques and Applications ↗](https://doi.org/10.1145/3649451)**Kelvin Du, Frank Xing, Rui Mao et al.*173 citations*
14. **[Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces ↗](https://doi.org/10.1145/3643806)**Jiahang Cao, Jinyuan Fang, Zaiqiao Meng et al.*171 citations*
15. **[A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers ↗](https://doi.org/10.1145/3674501)**Xiaoyan Zhao, Yang Deng, Min Yang et al.*164 citations*
16. **[Generalized Video Anomaly Event Detection: Systematic Taxonomy and Comparison of Deep Models ↗](https://doi.org/10.1145/3645101)**Yang Liu, Dingkang Yang, Yan Wang et al.*159 citations*
17. **[Multi-Task Learning in Natural Language Processing: An Overview ↗](https://doi.org/10.1145/3663363)**Shijie Chen, Yu Zhang, Qiang Yang*143 citations*
18. **[Security, Privacy, and Decentralized Trust Management in VANETs: A Review of Current Research and Future Directions ↗](https://doi.org/10.1145/3656166)**Mishri Saleh Al-Marshoud, Mehmet Sabır Kiraz, Ali H. Al-Bayatti*143 citations*
19. **[Deep Learning for Iris Recognition: A Survey ↗](https://doi.org/10.1145/3651306)**Kien Nguyen, Hugo Proença, Fernando Alonso‐Fernandez*141 citations*
20. **[Membership Inference Attacks and Defenses in Federated Learning: A Survey ↗](https://doi.org/10.1145/3704633)**Li Bai, Haibo Hu, Qingqing Ye et al.*139 citations*
21. **[An Introduction to the Compute Express Link (CXL) Interconnect ↗](https://doi.org/10.1145/3669900)**Debendra Das Sharma, Robert Blankenship, Daniel S. Berger*134 citations*
22. **[A Survey on Federated Unlearning: Challenges, Methods, and Future Directions ↗](https://doi.org/10.1145/3679014)**Ziyao Liu, Yu Jiang, Jiyuan Shen et al.*129 citations*
23. **[A Survey on Video Diffusion Models ↗](https://doi.org/10.1145/3696415)**Zhen Xing, Qijun Feng, Haoran Chen et al.*128 citations*
24. **[Intelligent Wearable Systems: Opportunities and Challenges in Health and Sports ↗](https://doi.org/10.1145/3648469)**Luyao Yang, Osama Amin, Basem Shihada*124 citations*
25. **[Topology-aware Federated Learning in Edge Computing: A Comprehensive Survey ↗](https://doi.org/10.1145/3659205)**Jiajun Wu, Fan Dong, Henry Leung et al.*124 citations*

[See all 293 papers in ACM Computing Surveys 2024 — papers →](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2024/papers/)

## Works with our summary in our library (2)

The most cited first (OpenAlex citations plus our library's).

1. **[Security and Privacy Challenges of Large Language Models: A Survey](https://md.research.elamur.ai/free/en/papers/das-2024-security-privacy-challenges-large-language/) [ACM Computing Surveys](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/)**Badhan Chandra Das, M. Hadi Amini, Yanzhao Wu*2024 · 422 citations*
2. **[A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems](https://md.research.elamur.ai/free/en/papers/yi-2024-survey-recent-advances-llm-based/) [ACM Computing Surveys](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/)**Zihao Yi, Jiarui Ouyang, Zhe Xu, et al.*2024 · 129 citations*

## Top topics

Topics of its works in our library, with the number of works on each.

[Language models & pretraining (1)](https://md.research.elamur.ai/free/en/topics/language-models/) · [Dialogue systems (1)](https://md.research.elamur.ai/free/en/topics/dialogue-systems/)

## Fields

[Computer Science (2)](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities (1)](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/)

## Top authors

Authors with a page who published here most often: their works here, and the citations of those works.

[🧑‍🔬**Ying Shen**1 work here · 129 citations](https://md.research.elamur.ai/free/en/authors/ying-shen/)

## Top institutions

Institutions on the bylines of its works here, by the number of works.

[🎓**Sun Yat-sen University** Guangzhou · China 1 work here](https://md.research.elamur.ai/free/en/universities/sun-yat-sen-university/) · [🎓**Florida International University** Miami · United States 1 work here](https://md.research.elamur.ai/free/en/universities/florida-international-university/)

works and citations from OpenAlex and our library.

- [← previous ACM Computing Surveys 2023](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/2023/)
- [↑ back to ACM Computing Surveys](https://md.research.elamur.ai/free/en/venues/acm-computing-surveys/)