A Systematic Evaluation of Parameter-Efficient Fine-Tuning Methods for the Security of Code LLMs

Code-generating Large Language Models LLMs significantly accelerate software development. However, their frequent generation of insecure code presents serious risks. We present a comprehensive evaluation of seven parameter-efficient fine-tuning PEFT techniques, demonstrating substantial gains in...

The vulnerability of the package manager for Kubernetes Helm, related to improper code generation management, allows a attacker to execute arbitrary code.

The vulnerability of the package manager for Kubernetes Helm is related to incorrect code generation management. Exploiting this vulnerability allows an attacker to execute arbitrary code using a specially created file...

Incorrect code generation could have led to unexpected numeric conversions and potential undefined behavior.*Note:* This issue only affects 32-bit ARM devices. This vulnerability affects Firefox < 123, Firefox ESR < 115.8, and Thunderbird < 115.8.

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Cranelift vulnerable to miscompilation of constant values in division on AArch64

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mruby nregs codegen.c scope_new heap-based overflow

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The vulnerability of the functional module of the SAP S/4HANA software platform’s RFC interface allows a perpetrator to execute arbitrary code.

The vulnerability of the functional module of the SAP S/4HANA software platform’s RFC interface is related to incorrect code generation management. Exploiting this vulnerability allows a remote attacker to execute arbitrary code...

The vulnerability of the functional module of the RFC interface of the software tool for managing changes and migrations in SAP Landscape Transformation (SLT) allows a attacker to influence the confidentiality, integrity, and accessibility of the protected information.

The vulnerability of the functional module of the RFC interface of the software tool for managing changes and migrations in SAP Landscape Transformation SLT is related to improper code generation. Exploiting this vulnerability can allow an attacker to influence the confidentiality, integrity, and...

CVE-2025-54731

Improper Control of Generation of Code 'Code Injection' vulnerability in emarket-design YouTube Showcase youtube-showcase allows Object Injection.This issue affects YouTube Showcase: from n/a through = 3.5.1...

Detecting Stealthy Data Poisoning Attacks in AI Code Generators

Deep learning DL models for natural language-to-code generation have become integral to modern software development pipelines. However, their heavy reliance on large amounts of data, often collected from unsanitized online sources, exposes them to data poisoning attacks, where adversaries inject...

The vulnerability of platformes for event monitoring, threat detection, and security analytics in IBM QRadar Suite and IBM Cloud Pak for Security arises from improper code generation management. This allows attackers to execute arbitrary code.

The vulnerabilities of event monitoring platforms, threat detection systems, and security analytics tools from IBM QRadar Suite and IBM Cloud Pak for Security are related to improper code generation management. Exploiting these vulnerabilities can allow a remote attacker to execute arbitrary code...

The vulnerability of the software for integrating IBM Integration Bus applications, related to improper code generation management, allows a perpetrator to execute arbitrary code.

The vulnerability of the software for integrating IBM Integration Bus applications is related to improper code generation management. Exploiting this vulnerability allows an attacker to execute arbitrary code...

The vulnerability of Mozilla Firefox, Firefox ESR, and the email client Thunderbird relates to improper code generation management, allowing an attacker to execute arbitrary code.

The vulnerabilities of Mozilla Firefox, Firefox ESR, and the email client Thunderbird are related to improper code generation. Exploiting these vulnerabilities allows a remote attacker to execute arbitrary code...

CVE-2025-48100

Improper Control of Generation of Code 'Code Injection' vulnerability in extremeidea bidorbuy Store Integrator bidorbuystoreintegrator allows Remote Code Inclusion.This issue affects bidorbuy Store Integrator: from n/a through = 2.12.0...

The vulnerability of the Python component of the NVIDIA Megatron-LM training library, related to improper code generation control, allows attackers to execute arbitrary code and gain elevated privileges.

Vulnerability of the Python library used for training large language models like NVIDIA Megatron-LM, due to improper code generation control. Exploiting this vulnerability allows attackers to execute arbitrary code and enhance their privileges...

The vulnerability of the Python component of the NVIDIA Megatron-LM training library, related to improper code generation control, allows attackers to execute arbitrary code and gain elevated privileges.

Vulnerability of the Python library used for training large language models like NVIDIA Megatron-LM, due to improper code generation control. Exploiting this vulnerability allows attackers to execute arbitrary code and enhance their privileges...

Apache OFBiz Code Execution Vulnerability (CNVD-2025-20870)

Apache OFBiz is the United States Apache Apache Foundation of a set of enterprise resource planning ERP system. The system provides a set of Java-based Web application components and tools. A code execution vulnerability exists in Apache OFBiz versions prior to 24.09.02 that stems from improper...

A.S.E: a Repository-Level Benchmark for Evaluating Security in AI-Generated Code

The increasing adoption of large language models LLMs in software engineering necessitates rigorous security evaluation of their generated code. However, existing benchmarks are inadequate, as they focus on isolated code snippets, employ unstable evaluation methods that lack reproducibility, and...

CVE-2025-30975

Improper Control of Generation of Code 'Code Injection' vulnerability in SaifuMak Add Custom Codes add-custom-codes allows Code Injection.This issue affects Add Custom Codes: from n/a through = 4.80...

CVE-2025-48169

Improper Control of Generation of Code 'Code Injection' vulnerability in Jordy Meow Code Engine code-engine allows Remote Code Inclusion.This issue affects Code Engine: from n/a through = 0.3.3...

CVE-2025-53577

Improper Control of Generation of Code 'Code Injection' vulnerability in thehp Global DNS global-dns allows Remote Code Inclusion.This issue affects Global DNS: from n/a through = 3.1.0...