3,240papers
41,368worldwide comparison pool
3,240India-affiliated papers
Research orientation
Contribution mix
Tone counts: 2,691 positive · 105 neutral · 444 negative.
Common problems researchers identify
441 papers · 13.6% of this field
- Computer security217 papers
- Network security101 papers
- Intrusion detection system43 papers
- Exploit31 papers
- Malware29 papers
- Firewall29 papers
- Computer network27 papers
- Vulnerability26 papers
Landmark: A Deep Learning Approach for Network Intrusion Detection System
Cautions
113 papers · 3.5% of this field
- Computer security35 papers
- Intrusion detection system19 papers
- Network security19 papers
- Adversarial system14 papers
- Malware11 papers
- Computer network11 papers
- Exploit11 papers
- Denial-of-service attack10 papers
Landmark: Beehive
Opportunities
2,298 papers · 70.9% of this field
- Intrusion detection system700 papers
- Computer security520 papers
- Network security453 papers
- Anomaly detection215 papers
- Scalability193 papers
- Denial-of-service attack193 papers
- Computer network178 papers
- Network packet176 papers
Landmark: BotMiner: clustering analysis of network traffic for protocol- and structure-independent botnet detection
Leading institutions
Georgia Institute of Technology
2,489 University of Illinois Urbana-Champaign
2,012 University of Toledo
1,415 Texas A&M University
1,378 Princeton University
1,284 Arizona State University
1,158 Leading researchers
Highly cited breakthrough-labelled papers
- BotMiner: clustering analysis of network traffic for protocol- and structure-independent botnet detection1,021 citations
- ZMap: fast internet-wide scanning and its security applications582 citations
- FRESCO: Modular Composable Security Services for Software-Defined Networks488 citations
- Building a dynamic reputation system for DNS366 citations
- Network Intrusion Detection System using Deep Learning320 citations
Common problems researchers identify
396 papers · 7 recurring themes
Common problems researchers identify · 01Network Access Control Gaps
132 papers33.3% of this theme group
Researchers highlight weaknesses in network security policies and monitoring mechanisms.
Computer security (97) · Network security (54) · Network Access Control (17) · Network security policy (13)
ANALYSIS OF NETWORK SECURITY THREATS AND VULNERABILITIES BY DEVELOPMENT & IMPLEMENTATION OF A SECURITY NETWORK MONITORING SOLUTION
Strategies for Computer Networks Security
View research history
Common problems researchers identify · 02Exploit and DoS Vulnerabilities
103 papers26.0% of this theme group
Papers expose persistent exploit techniques and denial‑of‑service weaknesses in host and network layers.
Computer security (61) · Exploit (18) · Denial-of-service attack (14) · Vulnerability (15)
A Stochastic Model for Quantitative Security Analyses of Networked Systems
An Improved Model for Analysis of Host Network Vulnerability
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Common problems researchers identify · 03Scalable Traffic Visualization
47 papers11.9% of this theme group
Works point to challenges in visualizing large‑scale traffic and edge‑device data.
Visualization (4) · Scalability (5) · Traffic analysis (3) · Edge device (3)
Fast monitoring of traffic subpopulations
Connectivity, Traffic Flow and Applied Statistics in Cyber Security
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Common problems researchers identify · 04Intrusion Detection Limitations
37 papers9.3% of this theme group
Studies discuss shortcomings of current anomaly and intrusion detection systems.
Intrusion detection system (35) · Anomaly detection (9) · Intrusion prevention system (6) · Network security (14)
A Deep Learning Approach for Network Intrusion Detection System
A Comprehensive Systematic Literature Review on Intrusion Detection Systems
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Common problems researchers identify · 05Firewall Configuration Issues
27 papers6.8% of this theme group
Authors note difficulties in configuring and fingerprinting modern firewalls.
Firewall (24) · Application firewall (15) · Stateful firewall (5) · Context-based access control (5)
Web Application Firewall: Network Security Models and Configuration
Firewall fingerprinting
View research history
Common problems researchers identify · 06Virtual Network Security Gaps
26 papers6.6% of this theme group
Research flags security concerns in network function virtualization and virtualized infrastructures.
Virtualization (8) · Network security (14) · Virtual network (3) · Network Functions Virtualization (3)
A survey on security in network functions virtualization
A Survey of Network Function Virtualization Security
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Common problems researchers identify · 07SDN Control‑Plane Risks
24 papers6.1% of this theme group
Papers identify threats to software‑defined networking routing and forwarding planes.
Software-defined networking (19) · Routing control plane (3) · Forwarding plane (3) · Software (5)
A Survey of Security in Software Defined Networks
Software-defined networking security: pros and cons
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Cautions
102 papers · 4 recurring themes
Cautions · 01DoS and Firewall Interaction Risks
35 papers34.3% of this theme group
Authors urge caution when deploying firewalls alongside intrusion detection against denial‑of‑service attacks.
Denial-of-service attack (10) · Computer security (20) · Firewall (5) · Network security (11)
Configuration of and Interaction Between Information Security Technologies: The Case of Firewalls and Intrusion Detection Systems
An evaluation of connection characteristics for separating network attacks
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Cautions · 02Adversarial Machine‑Learning Threats
24 papers23.5% of this theme group
Works warn about adversarial examples compromising deep‑learning intrusion detection in wireless environments.
Adversarial system (11) · Intrusion detection system (11) · Adversarial machine learning (4) · Wireless (3)
Adversarial Examples Against the Deep Learning Based Network Intrusion Detection Systems
Rallying Adversarial Techniques against Deep Learning for Network Security
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Cautions · 03Secure Network Slicing Concerns
22 papers21.6% of this theme group
Researchers caution on security and reliability of 5G network slicing and information‑centric networking.
Network security (9) · Computer security (10) · Computer network (6) · Population (2)
Towards Secure and Intelligent Network Slicing for 5G Networks
To NACK or Not to NACK? Negative Acknowledgments in Information-Centric Networking
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Cautions · 04Deployment‑Induced Vulnerabilities
21 papers20.6% of this theme group
Studies highlight how software deployment choices can introduce botnets and protocol weaknesses.
Software deployment (4) · Vulnerability (4) · Botnet (4) · Protocol (3)
Abnormally Malicious Autonomous Systems and Their Internet Connectivity
Validating a custom IPv6 security application using OPNET modeler
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Opportunities
2,120 papers · 7 recurring themes
Opportunities · 01IoT Intrusion Detection Advances
488 papers23.0% of this theme group
Opportunities focus on deep‑learning methods to improve intrusion detection for Internet‑of‑Things networks.
Intrusion detection system (473) · Intrusion (33) · Internet of Things (49) · Network security (124)
Network Intrusion Detection System using Deep Learning
Enhancing IoT network security through deep learning-powered Intrusion Detection System
View research history
Opportunities · 02Attack‑Graph Risk Modeling
416 papers19.6% of this theme group
Papers explore Bayesian and graph‑based techniques for quantifying network security risks.
Malware (76) · Exploit (65) · Game theory (32) · Graph (29)
Measuring Network Security Using Bayesian Network-Based Attack Graphs
Measuring Security Risk of Networks Using Attack Graphs
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Opportunities · 03Policy‑Driven Security Evaluation
383 papers18.1% of this theme group
Research proposes neural and model‑based approaches to assess and enforce network security policies.
Computer security (220) · Network security (211) · Computer network (91) · Network security policy (23)
Network Security
Computer network security evaluation model based on neural network
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Opportunities · 04Scalable Cloud and Edge Security
373 papers17.6% of this theme group
Works present architectures leveraging blockchain and zero‑trust concepts for cloud and edge computing protection.
Scalability (59) · Cloud computing (41) · Software deployment (36) · Blockchain (21)
Zero Trust Architecture Empowered Attack Detection Framework to Secure 6G Edge Computing
A Security Architecture for Networked Internet of Things Devices
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Opportunities · 05Anomaly Detection for IoT Traffic
195 papers9.2% of this theme group
Studies develop clustering and deep‑learning techniques to detect anomalous IoT behavior.
Anomaly detection (159) · Intrusion detection system (109) · Anomaly-based intrusion detection system (36) · Anomaly (19)
Efficient Approach for Anomaly Detection in Internet of Things Traffic Using Deep Learning
Anomaly Detection by Clustering in the Network
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Opportunities · 06Application‑Layer DDoS Mitigation
164 papers7.7% of this theme group
Research offers novel detection and defense mechanisms against low‑traffic, application‑layer denial‑of‑service attacks.
Denial-of-service attack (150) · Application layer DDoS attack (18) · Computer security (61) · Flooding (13)
A detection method for a novel DDoS attack against SDN controllers by vast new low-traffic flows
A Defense System for Defeating DDoS Attacks in SDN based Networks
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Opportunities · 07Next‑Generation Firewall Designs
101 papers4.8% of this theme group
Papers investigate diverse and formally verified firewall architectures for enhanced access control.
Firewall (74) · Application firewall (44) · Stateful firewall (28) · Context-based access control (18)
Diverse Firewall Design
Verification of Distributed Firewalls
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How this field compares with the research baseline
Orientation shares compared with 25,000 papers in the reference sample.
Concerns receiving less research attention
Counts and shares refer to the stated research pool. A low count describes how much of that research is recorded here, not the absence of a real-world concern.
Institution and researcher rankings use citations to their covered work. Research scope: United States. This may be broader than the company geography.
