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Adversarial Attack Detection Jobs (NOW HIRING)

Responsibilities: * Design and train prompt injection detection models and prompt safety ... Experience with red-teaming, adversarial data generation, or automated attack pipelines (e.g., GCG ...

... threat detection, vulnerability assessment, and adversarial simulation initiatives. The ideal ... evolving attack methods * Acting as a key liaison and interacting with other Security and ...

... Perform deep adversarial testing of AI-specific attack surfaces: prompt injection, model ... to test detection and response capabilities against your offensive scenarios. • Own the ...

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Adversarial Attack Detection information

What is adversarial attack detection?

Adversarial attack detection refers to the process of identifying and mitigating attempts to fool machine learning models by introducing subtle, intentionally crafted inputs known as adversarial examples. These attacks can cause models, especially in image, speech, and text recognition, to make incorrect predictions or classifications without obvious changes to human observers. Detecting such attacks is crucial for ensuring the robustness and security of AI systems, particularly in sensitive applications like autonomous vehicles, healthcare, and cybersecurity. Methods include statistical analysis, anomaly detection, and model training techniques specifically designed to spot adversarial manipulations.

What are the key skills and qualifications needed to thrive as an Adversarial Attack Detection Specialist, and why are they important?

To thrive in Adversarial Attack Detection, you need a strong background in computer science, machine learning, and cybersecurity, often supported by a relevant degree and experience in AI security. Familiarity with frameworks like TensorFlow or PyTorch, knowledge of adversarial machine learning techniques, and certifications such as Certified Ethical Hacker (CEH) are typically required. Analytical thinking, problem-solving, and effective communication skills help professionals identify threats and collaborate with cross-functional teams. These skills and qualities are crucial for detecting, mitigating, and preventing sophisticated attacks on AI systems, thereby ensuring the integrity and reliability of digital infrastructure.

What is the difference between Adversarial Attack Detection vs Cybersecurity Analyst?

AspectAdversarial Attack DetectionCybersecurity Analyst
Required CredentialsKnowledge of machine learning, AI security, certifications like CEH or CISSP beneficialCertifications like CISSP, CISA, or Security+ often required
Work EnvironmentFocus on AI systems, machine learning models, and threat detection toolsNetwork security, incident response, and vulnerability assessment in IT environments
Industry UsagePrimarily in AI, tech, and cybersecurity sectors dealing with AI model securityAcross finance, government, healthcare, and tech sectors for overall security

Adversarial Attack Detection specialists focus on identifying and mitigating threats aimed at AI models, while Cybersecurity Analysts handle broader security threats across IT systems. Both roles require security certifications but differ in their technical focus and work environment.

What are some common challenges faced when working in adversarial attack detection roles?

Professionals in adversarial attack detection often face the challenge of keeping up with rapidly evolving attack techniques, as adversaries continually develop new methods to bypass defenses. Another common difficulty is balancing security measures with system usability, ensuring that detection does not introduce excessive false positives or degrade user experience. Additionally, collaboration with other cybersecurity and machine learning teams is crucial, as sharing insights and data can improve detection accuracy and response times.
Infographic showing various Adversarial Attack Detection job openings in the United States as of June 2026, with employment types broken down into 1% As Needed, 90% Full Time, 6% Part Time, and 3% Contract. Highlights an 86% Physical, 4% Hybrid, and 10% Remote job distribution.
Cyber Software Engineer with Security Clearance

Cyber Software Engineer with Security Clearance

Peraton

Fort Eisenhower, GA

Other

Medical, Dental, Vision, Life, Retirement, PTO

Posted 17 days ago


Peraton rating

8.2

Company rating: 8.2 out of 10

Based on 53 frontline employees who took The Breakroom Quiz

45th of 204 rated it services


Job description

About Peraton Peraton is a next-generation national security company that drives missions of consequence spanning the globe and extending to the farthest reaches of the galaxy. As the world's leading mission capability integrator and transformative enterprise IT provider, we deliver trusted, highly differentiated solutions and technologies to protect our nation and allies. Peraton operates at the critical nexus between traditional and nontraditional threats across all domains: land, sea, space, air, and cyberspace. The company serves as a valued partner to essential government agencies and supports every branch of the U.S. armed forces. Each day, our employees solve the most daunting challenges that our customers face. Visit peraton.com to learn how we're keeping people around the world safe and secure. About The Role Peraton seeks a Cyber Software Engineer to support Army Cyber Command Defensive Cyberspace Operations (DCO). Location: Fort Gordon, GA This is a hands-on, code-forward technical role. The selected candidate will author custom detection analytics and hunt tooling, execute proactive threat hunting operations across the DoDIN-A, and translate threat intelligence into operationalized detection logic - all in direct support of Defensive Cyberspace Operations. The primary focus of this position is building and executing: writing Python-based analytics, developing Sigma rules, crafting complex SQL queries, and running those signatures against live telemetry to identify adversarial activity that evades traditional security boundaries. The candidate will also query and synthesize reporting from Cyber Threat Intelligence (CTI) repositories - including government, OSINT, and commercial-leased CTI platforms - to source and vector threat hunting analytics. Findings must be documented and communicated at a level suitable for senior leadership and general officer briefings. Tasks Include: * Threat Hunting & Detection Engineering * Design, build, and implement advanced detection analytics using Python; integrate SQL queries into Python-based logic to correlate real-time telemetry with original threat research and adversarial TTPs as described by MITRE ATT&CK®. * Execute proactive cyber threat hunting operations across the DoDIN-A using custom-developed analytics; actively search for and identify adversarial artifacts, anomalies, Indicators of Attack (IOAs), and Indicators of Compromise (IOCs) that evade traditional security boundaries. * Translate threat reporting into high-fidelity detection logic; develop and maintain Sigma rules and translate those rules into complex SQL queries tailored to specific data repositories. * Develop SIEM-based analytics to identify adversaries' behaviors, goals, and methods; pinpoint gaps within the DoDIN-A security boundary that adversaries may be exploiting. * Review and analyze data feeds to ensure relevance and synchronization with DCO priorities. * CTI Synthesis & Reporting * Query and synthesize technical cybersecurity reporting from government, OSINT, IC, and commercial-leased CTI repositories to identify specific technical indicators and behaviors that correlate with assigned ATT&CK Techniques, sourcing and vectoring analytic development. * Draft comprehensive operational notes and hunt findings; articulate complex technical data and cybersecurity risks at a level appropriate for senior leadership and general officer briefings. * Use advanced data visualization techniques to distill complex technical datasets into clear, actionable presentations for audiences with varied levels of understanding of complex technical topics. * Communicate complex cybersecurity insights through briefings, reports, and visualization tools. * Create and maintain continuity documents necessary for team members to produce contractual deliverables. Qualifications Required: * Minimum of 8 years with BS/BA; Minimum of 6 years with MS/MA; Minimum of 3 years with PhD. Will consider 10 years with Associates degree or 12 years with HS. * Advanced coding fluency in Python, with demonstrated ability to build data-driven security analytics and custom hunt tooling.
* High proficiency in data querying and logic development using SQL, and Sigma rule creation. * Intimate, practical knowledge of MITRE ATT&CK Enterprise framework and its application in mapping adversarial TTPs to defensive analytics. * Demonstrated ability to query, navigate, and extract actionable intelligence from CTI repositories - including commercial-leased platforms - to source and inform threat hunting operations. * Deep understanding of cyber attack vectors, vulnerability exploitation, and network defense principles to support continuous DCO priorities.
* Exceptional professional writing capabilities; must be able to synthesize highly technical hunt findings into clear, concise, and academically rigorous reports for executive-level (Army Cyber Command) consumption.
* Effective communication and collaboration skills to ensure team responsiveness and data feed relevance to DCO priorities.
* Requires at least one of the following: CCNA-Security, CySA+, GICSP, GSEC, Security+, CND, or SSCP.
* Requires at least one of the following: CEH, CFR, CCNA Cyber Ops, CCNA-Security, CySA+, GCIA, GCIH, GICSP, Cloud+, SCYBER, or PenTest+.
* U.S. Citizenship required. * Active TS SCI with the ability to obtain/maintain CI Polygraph and MEAD. * Flexibility to support surge operations and adapt to rapidly shifting mission requirements as dictated by Army Cyber Command. Preferred: * Highly desired: Ability to author solutions within the Microsoft Power Platform - including Power BI dashboards and reports, Power Automate workflows, Power Apps applications, and Power Query (M-code) data transformations - to support operational reporting, data visualization, and workflow automation for leadership consumption. * Knowledge of data science methodologies - including statistical analysis, anomaly detection, and machine learning - to process large cybersecurity datasets and identify deviations indicative of advanced threats. * Experience authoring formal, in-depth research papers (college-level or IC analytic publication level) focusing on cybersecurity trends or threat actor profiling. * Familiarity with Artificial Intelligence (AI) and Large Language Models (LLMs); ability to leverage command-provided AI capabilities to enhance workflows.
* A Master's or Ph.D. in Computer Science, Cybersecurity, Data Science, Information Systems, Information Technology, or Software Engineering OR one of the following certifications: CBROPS, CFR, CySA+, GCFA, GCIA, or GICSP. Details Target Salary Range: $104,000 - $166,000. This represents the typical salary range for this position. Salary is determined by various factors, including but not limited to, the scope and responsibilities of the position, the individual's experience, education, knowledge, skills, and competencies, as well as geographic location and business and contract considerations. Depending on the position, employees may be eligible for overtime, shift differential, and a discretionary bonus in addition to base pay. Benefits Statement: Peraton offers eligible employees a variety of benefits including medical, dental, vision, life, health savings account, short/long term disability, EAP, parental leave, 401(k), paid time off (PTO) for vacation, and company paid holidays. A full listing of available benefits can be viewed at https://www.careers.peraton.com/benefits. Application Statements: The application period for the job is estimated to be 30 days from the job posting date. However, this timeline may be shortened or extended depending on business needs and the availability of qualified candidates. By applying to this job, you are expressing interest in the role and the Company. During the review of your application, you may be required to participate in an on-camera interview, as well as participate in a process to verify your identity. EEO:Equal opportunity employer, including disability and protected veterans, or other characteristics protected by law.

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About Peraton

Sourced by ZipRecruiter

At Peraton, we re at the forefront of delivering the next big thing every day. We re the partner of choice to help solve some of the world s most daunting challenges, delivering bold, new solutions to keep people around the world safer and more secure.

Industry

It services

Company size

10,000+ Employees

Headquarters location

Herndon, VA, US

Year founded

2017