Cautions · 01Foundations of Network Security
179 papers21.2% of this theme group
Authors caution that basic security models often overlook emerging threats and implementation gaps.
Computer security (97) · Network security (84) · Computer network (36) · Network Access Control (18)
Introduction to Computer and Network Security
Research on network information security model and system construction
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Cautions · 02IoT Encryption and Authentication Risks
150 papers17.8% of this theme group
Studies warn about weak encryption and authentication practices in Internet‑of‑Things deployments.
Encryption (21) · Cryptography (14) · Authentication (15) · Internet of Things (14)
Enhancing Routing Security in IoT: Performance Evaluation of RPL’s Secure Mode Under Attacks
A Security Vulnerability Analysisof Internet Protocol Cameras
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Cautions · 03DNS Privacy and Anonymity Concerns
129 papers15.3% of this theme group
Research highlights vulnerabilities in DNS traffic that can compromise anonymity and privacy.
Anonymity (17) · Domain Name System (10) · Encryption (18) · Private network (8)
STING: A Stealthy Backdoor Attack on GNN-Based Malicious Domain Detection via DNS Perturbations
ANALYZING DNS TRAFFIC FOR ENHANCED NETWORK SECURITY AND PERFORMANCE
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Cautions · 04Machine Learning Limits for Intrusion Detection
126 papers14.9% of this theme group
Analyses caution that ML‑based intrusion detection may suffer from bias and false‑positive issues.
Intrusion detection system (119) · Intrusion (17) · Anomaly-based intrusion detection system (15) · Intrusion prevention system (14)
A Comprehensive Study on Machine Learning Algorithms for Intrusion Detection System
<b>Network Intrusion Detection Enhancement Using Machine Learning: A Systematic Literature Review</b>
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Cautions · 05Malware and Botnet Defense Gaps
114 papers13.5% of this theme group
Papers point out insufficient defenses against sophisticated malware, honeypot evasion, and botnet operations.
Malware (28) · Honeypot (14) · Botnet (13) · Compromise (7)
Analysis of Reversible Network Covert Channels
Peer-to-Peer botnets: Analysis and defense
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Cautions · 06Application‑Layer DDoS Detection Challenges
76 papers9.0% of this theme group
Works caution that detecting application‑layer flooding attacks remains difficult despite advanced techniques.
Denial-of-service attack (65) · Application layer DDoS attack (12) · Spoofing attack (13) · Computer security (23)
DDoS Attacks on Software Defined Network: Challenges and Issues
DDoSDet: An approach to Detect DDoS attacks using Neural Networks
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Cautions · 07Adversarial Machine Learning Threats
70 papers8.3% of this theme group
Research warns that adversarial attacks can undermine anomaly detection and other ML‑based security tools.
Adversarial system (17) · Adversarial machine learning (7) · Transformative learning (5) · Anomaly detection (11)
Artificial intelligence in network security: Enhancing protection against cyber threats
The Impact of Artificial Intelligence in Finding Network Vulnerabilities
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