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Comprehensive Linux Privilege Escalation Benchmark: Evaluating Techniques for Elevating Access


Core Concepts
A comprehensive benchmark for evaluating the effectiveness of privilege escalation techniques against Linux systems, enabling the assessment of both human and automated approaches.
Abstract

The authors have developed a Linux privilege escalation benchmark to address the lack of a standardized platform for evaluating the performance of privilege escalation techniques. The benchmark consists of a set of Linux virtual machines, each containing a single vulnerability that allows an attacker to elevate their privileges from a low-privilege account to the root account.

The benchmark is designed to meet specific requirements, including:

  • Providing low-privilege access to the Linux systems with vulnerabilities that enable root-level access
  • Utilizing virtual machines to ensure strong security boundaries and the ability to include kernel-level vulnerabilities without compromising the host system
  • Deploying the test machines within a local network, allowing them to be run in an "air-gapped" environment without internet connection
  • Containing a single vulnerability or attack path per virtual machine to enable precise evaluation of automated tooling and human capabilities

The authors have identified and implemented various vulnerability classes based on common attack vectors observed in Capture-the-Flag (CTF) challenges and online privilege escalation training platforms. These vulnerability classes include:

  • SUID/sudo file vulnerabilities
  • Privileged group/Docker vulnerabilities
  • Information disclosure vulnerabilities (e.g., password reuse, weak passwords, passwords in files, bash history)
  • Cron-based vulnerabilities

The benchmark is designed to be extensible and transparent, with the virtual machines and Ansible automation scripts being released as open-source. The authors have also incorporated optional hints for each test case to emulate the manual process of going through a vulnerability class checklist, as observed in human hacking behavior.

The authors discuss the differences between the enumeration and exploitation phases of privilege escalation attacks, highlighting the importance of automation in the enumeration process and the varying complexity of single-step and multi-step exploits. They also provide examples of potential exploitation commands for the different vulnerability classes.

The comprehensive Linux privilege escalation benchmark developed by the authors aims to provide a standardized platform for evaluating the effectiveness of privilege escalation techniques, enabling defenders to better fortify their Linux systems and protect their infrastructure from potentially devastating attacks.

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Key Insights Distilled From

by Andr... at arxiv.org 05-06-2024

https://arxiv.org/pdf/2405.02106.pdf
Got Root? A Linux Priv-Esc Benchmark

Deeper Inquiries

How can the benchmark be extended to include more advanced vulnerability classes, such as those involving Unix environment variables, shared libraries, or bash features?

To incorporate more advanced vulnerability classes into the benchmark, such as those related to Unix environment variables, shared libraries, or bash features, several steps can be taken: Research and Analysis: Conduct in-depth research on advanced vulnerability classes and their exploitation techniques in Linux systems. This may involve studying known exploits, security advisories, and penetration testing methodologies. Identification of Vulnerabilities: Identify specific vulnerabilities within Unix environment variables, shared libraries, or bash features that can lead to privilege escalation. This could include vulnerabilities related to LD_LIBRARY_PATH, LD_PRELOAD, or bash functions. Development of Test Cases: Create new test cases within the benchmark that simulate these advanced vulnerabilities. Each test case should represent a distinct vulnerability class and provide a clear path for privilege escalation. Automation and Scripting: Develop automation scripts using tools like Ansible to introduce these advanced vulnerabilities into the virtual machines used in the benchmark. Ensure that the scripts are well-documented and easily reproducible. Validation and Testing: Validate the effectiveness of these new test cases by conducting thorough testing and validation exercises. This may involve engaging penetration testers or security experts to assess the exploitability and realism of the scenarios. Documentation and Release: Document the new test cases, including detailed descriptions of the vulnerabilities, exploitation techniques, and potential mitigations. Release the updated benchmark on platforms like GitHub for wider accessibility and collaboration. By following these steps, the benchmark can be extended to include more advanced vulnerability classes, providing a comprehensive evaluation of privilege escalation techniques in Linux systems.

How can the benchmark be adapted to evaluate the effectiveness of privilege escalation techniques in cloud-based Linux environments, where the security boundaries and attack surface may differ from local virtual machines?

Adapting the benchmark to assess privilege escalation techniques in cloud-based Linux environments requires considerations for the unique security boundaries and attack surfaces present in such environments. Here are steps to adapt the benchmark: Cloud Environment Simulation: Create virtual machine instances on cloud platforms like AWS, Azure, or Google Cloud to replicate cloud-based Linux environments. Ensure that the virtual machines are configured with similar security measures and network setups as real cloud instances. Network Configuration: Set up networking configurations to mimic cloud-based scenarios, including security groups, VPC settings, and access control policies. Emulate the isolation and segmentation typically found in cloud environments. Integration with Cloud Security Services: Integrate the benchmark with cloud security services like AWS GuardDuty, Azure Security Center, or Google Cloud Security Command Center to monitor and analyze privilege escalation attempts. This can provide additional insights into the effectiveness of techniques in a cloud context. Compliance and Regulations: Consider compliance requirements and regulatory frameworks specific to cloud environments, such as GDPR, HIPAA, or PCI DSS. Ensure that the benchmark aligns with these standards to evaluate privilege escalation techniques in a compliant manner. Scalability and Elasticity: Test the scalability and elasticity of privilege escalation techniques in cloud environments by simulating scenarios where the number of instances or users dynamically changes. Evaluate how well the benchmark adapts to these fluctuations. Continuous Monitoring and Logging: Implement robust monitoring and logging mechanisms within the benchmark to track privilege escalation attempts and detect anomalies in real-time. Leverage cloud-native logging and monitoring services for enhanced visibility. By adapting the benchmark to cloud-based Linux environments and considering the specific nuances of such environments, a more comprehensive evaluation of privilege escalation techniques can be achieved.

What are the potential implications of this benchmark for the development of more robust and secure Linux systems, and how can it inform the design of future Linux distributions and system configurations?

The benchmark for Linux privilege escalation can have significant implications for the development of more robust and secure Linux systems, as well as informing the design of future Linux distributions and system configurations: Identification of Weaknesses: The benchmark helps identify common privilege escalation vulnerabilities and attack paths in Linux systems. This information can be used by developers to patch vulnerabilities, enhance security configurations, and strengthen system defenses. Training and Education: By providing a standardized platform to evaluate privilege escalation techniques, the benchmark can be utilized for training security professionals, system administrators, and developers. It enhances awareness of potential security risks and promotes best practices for securing Linux systems. Mitigation Strategies: Insights from the benchmark can inform the development of mitigation strategies and security controls to prevent privilege escalation attacks. This may include implementing least privilege principles, regular security audits, and timely patch management. Security Testing: The benchmark serves as a valuable tool for security testing and validation of Linux systems. It enables organizations to proactively assess their security posture, identify weaknesses, and implement remediation measures to enhance overall security resilience. Influence on Linux Distributions: Findings from the benchmark can influence the design and development of future Linux distributions. Security-focused distributions may incorporate lessons learned from the benchmark to prioritize security features, harden system configurations, and mitigate known vulnerabilities. Community Collaboration: The benchmark's open-source nature fosters collaboration within the security community. Security researchers, penetration testers, and developers can contribute to the benchmark, share insights, and collectively work towards improving the security of Linux systems. By leveraging the insights and recommendations derived from the benchmark, developers and security practitioners can enhance the security posture of Linux systems, mitigate privilege escalation risks, and contribute to the ongoing evolution of secure computing environments.
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