the United States’s
ai security industry,
in focus.

Network Access Control Challenges

33.3% of this theme group

Researchers highlight weaknesses in network security policies and monitoring solutions.

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

Exploits and DoS Vulnerabilities

26.0% of this theme group

Papers examine how exploits and denial‑of‑service attacks undermine system resilience.

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

Scalable Traffic Visualization

11.9% of this theme group

Works focus on visual analytics for large‑scale traffic and edge‑device monitoring.

Visualization (4) · Scalability (5) · Traffic analysis (3) · Edge device (3)

Fast monitoring of traffic subpopulations

Connectivity, Traffic Flow and Applied Statistics in Cyber Security

Intrusion Detection and Anomaly Detection

9.3% of this theme group

Studies address detection and prevention techniques for network intrusions.

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

Firewall Configuration and Contextual Access

6.8% of this theme group

Research points out gaps in firewall policies and context‑aware controls.

Firewall (24) · Application firewall (15) · Stateful firewall (5) · Context-based access control (5)

Web Application Firewall: Network Security Models and Configuration

Firewall fingerprinting

Virtual Network Function Security

6.6% of this theme group

Analyses reveal threats specific to virtualized network functions and NFV deployments.

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

Software‑Defined Networking Risks

6.1% of this theme group

Papers discuss security issues in SDN control 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

DoS and Firewall Interaction Risks

34.3% of this theme group

Authors caution about unintended consequences when configuring firewalls and IDS against DoS 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

Adversarial Attacks on IDS

23.5% of this theme group

Works warn that machine‑learning‑based intrusion detectors are vulnerable to crafted adversarial inputs.

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

Secure Network Slicing Concerns

21.6% of this theme group

Research raises issues around safety and reliability of 5G network slicing and ICN acknowledgments.

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

Deployment‑Level Vulnerabilities

20.6% of this theme group

Studies highlight botnet propagation and protocol flaws introduced during software deployment.

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

IoT Intrusion Detection Advances

23.0% of this theme group

Opportunities focus on deep‑learning methods to protect IoT environments from intrusions.

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

Attack‑Graph and Game‑Theory Models

19.6% of this theme group

Papers explore probabilistic and strategic frameworks for assessing malware and exploit impacts.

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

Policy‑Driven Network Security Evaluation

18.1% of this theme group

Research proposes neural and rule‑based models to assess comprehensive 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

Scalable Cloud and Blockchain Defenses

17.6% of this theme group

Works present architectures leveraging zero‑trust, blockchain, and edge computing for large‑scale 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

Anomaly‑Based Detection Techniques

9.2% of this theme group

Studies develop clustering and deep‑learning approaches to identify abnormal traffic patterns.

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

Application‑Layer DDoS Mitigation

7.7% of this theme group

Research offers novel methods to detect and thwart low‑volume, high‑frequency DDoS 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

Next‑Generation Firewall Designs

4.8% of this theme group

Papers investigate diverse and verifiable 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

San Francisco

29.9% across the displayed hubs

3 companies hiring · $750.2M disclosed funding

New York City

26.6% across the displayed hubs

4 companies hiring · $1.4B disclosed funding

Austin

10.7% across the displayed hubs

2 companies hiring · $198.7M disclosed funding

Palo Alto

9.0% across the displayed hubs

3 companies hiring · $4.1B disclosed funding

San Jose

7.9% across the displayed hubs

5 companies hiring · $570.5M disclosed funding

San Diego

6.8% across the displayed hubs

0 companies hiring · $60.6M disclosed funding

Boston

4.5% across the displayed hubs

1 companies hiring · $1.5B disclosed funding

Dallas

4.5% across the displayed hubs

2 companies hiring · $7.6M disclosed funding