Leaderboards/Advanced Malware Detection Techniques

Advanced Malware Detection Techniques

Last updated July 7, 2026

Rising Stars

New and hot

Rising Stars Researchers

1
Dan Hendrycks
Meso Scale Discovery (United States)
2
Daya Guo
Sun Yat-sen University
3
Zainab Alkhalil
Cardiff Metropolitan University
4
Jean-Paul A. Yaacoub
Arab Open University
5
Danish Javeed
Dalian Maritime University
6
Muhammad Shoaib Akhtar
Lanzhou University of Technology
7
Andrew Churcher
Edinburgh Napier University
8
Chuanpu Fu
Tsinghua University
9
Merve Ozkan-Okay
Ankara University
10
Esra Altulaihan
King Faisal University

Rising Stars Papers

1
DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning
Nature|2025
568 cit.
2
A Comprehensive Survey: Evaluating the Efficiency of Artificial Intelligence and Machine Learning Techniques on Cyber Security Solutions
IEEE Access|2024
193 cit.
3
Anomaly Detection IDS for Detecting DoS Attacks in IoT Networks Based on Machine Learning Algorithms
Sensors|2024
170 cit.
4
A federated learning-based zero trust intrusion detection system for Internet of Things
Ad Hoc Networks|2024
112 cit.
5
Quantum-empowered federated learning and 6G wireless networks for IoT security: Concept, challenges and future directions
Future Generation Computer Systems|2024
88 cit.
6
Toward Secure Smart Grid Systems: Risks, Threats, Challenges, and Future Directions
Future Internet|2025
24 cit.
7
Flow Interaction Graph Analysis: Unknown Encrypted Malicious Traffic Detection
IEEE/ACM Transactions on Networking|2024
23 cit.
8
An Intelligent and Interpretable Intrusion Detection System for Unmanned Aerial Vehicles
Unknown Journal|2024
16 cit.
9
Detecting Tunneled Flooding Traffic via Deep Semantic Analysis of Packet Length Patterns
Unknown Journal|2024
14 cit.
10
Cybersecurity in Smart Renewable Energy Systems
Unknown Journal|2024
9 cit.

Emerging Leaders

Gaining momentum

Emerging Leaders Researchers

1
N. Z. Jhanjhi
Taylor's University
2
Faiz Abdullah Alotaibi
King Saud University
3
Hongbin Zhao
Harbin Engineering University
4
Raoul Strackx
Imec the Netherlands
5
Yiqiang Sheng
Chinese Academy of Sciences
6
Sean Carlisto de Alvarenga
Universidade Estadual de Londrina
7
Ola Salman
University of California, Berkeley
8
Ritika Lohiya
Adani Institute of Infrastructure Engineering
9
Thar Baker
Liverpool John Moores University
10
Pratik Narang
Birla Institute of Technology and Science, Pilani

Emerging Leaders Papers

1
Detection of Skin Cancer Based on Skin Lesion Images Using Deep Learning
Healthcare|2022
363 cit.
2
Fusion of statistical importance for feature selection in Deep Neural Network-based Intrusion Detection System
Information Fusion|2022
235 cit.
3
Energy Optimization for Smart Cities Using IoT
Applied Artificial Intelligence|2022
149 cit.
4
Attack Classification of Imbalanced Intrusion Data for IoT Network Using Ensemble-Learning-Based Deep Neural Network
IEEE Internet of Things Journal|2023
144 cit.
5
A Transfer Learning Approach with a Convolutional Neural Network for the Classification of Lung Carcinoma
Healthcare|2022
134 cit.
6
Detection of COVID-19 Based on Chest X-rays Using Deep Learning
Healthcare|2022
128 cit.
7
Framework for Detecting Breast Cancer Risk Presence Using Deep Learning
Electronics|2023
113 cit.
8
Towards Industrial Revolution 5.0 and Explainable Artificial Intelligence: Challenges and Opportunities
International Journal of Computing and Digital Systems|2022
109 cit.
9
Autonomous Traffic System for Emergency Vehicles
Electronics|2022
93 cit.
10
Security of federated learning with IoT systems: Issues, limitations, challenges, and solutions
Internet of Things and Cyber-Physical Systems|2023
82 cit.

Current Senior Leaders

Established & currently active

Current Senior Leaders Researchers

1
Kim‐Kwang Raymond Choo
The University of Texas at San Antonio
2
Ali A. Ghorbani
Unknown
3
Giovanni Vigna
University of California, Santa Barbara
4
Wenke Lee
Georgia Institute of Technology
5
David Wagner
University of New Brunswick
6
Dawn Song
University of California, Berkeley
7
Stefan Savage
University of California San Diego
8
Patrick McDaniel
Pennsylvania State University
9
Xuxian Jiang
Shanghai University
10
Yuval Elovici
Ben-Gurion University of the Negev

Current Senior Leaders Papers

1
A detailed analysis of the KDD CUP 99 data set
Unknown Journal|2009
4.8k cit.
2
Toward Generating a New Intrusion Detection Dataset and Intrusion Traffic Characterization
Unknown Journal|2018
4.3k cit.
3
Provable data possession at untrusted stores
Unknown Journal|2007
2.7k cit.
4
Dissecting Android Malware: Characterization and Evolution
Unknown Journal|2012
2.1k cit.
5
Robust Physical-World Attacks on Deep Learning Visual Classification
Unknown Journal|2018
2.1k cit.
6
Hey, you, get off of my cloud
Unknown Journal|2009
2k cit.
7
Experimental Security Analysis of a Modern Automobile
Unknown Journal|2010
1.8k cit.
8
Eraser
ACM Transactions on Computer Systems|1997
1.6k cit.
9
Adversarial Examples Are Not Easily Detected
Unknown Journal|2017
1.4k cit.
10
FlowDroid
Unknown Journal|2014
1.4k cit.

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