MalwarePT: A Binary-Level Foundation Model for Malware Analysis

Automated malware analysis increasingly relies on machine learning, yet most existing methods remain task-specific and depend on handcrafted features or narrowly scoped models. Recent developments in binary-level foundation models suggest a path toward reusable program representations, but their...

CVE-2026-34963

barebox version prior to 2026.04.0 contains multiple memory-safety vulnerabilities in the EFI PE loader in efi/loader/pe.c where integer overflow in virtual image size computation using 32-bit arithmetic on section VirtualAddress and size values allows undersized heap allocation, and PE section...

Astra Linux - уязвимость в binutils

A issue was discovered in the Binary File Descriptor BFD library also known as libbfd, as distributed in GNU Binutils 2.31. A heap-based buffer overflow in the bfdgetl32 function in libbfd.c allows an attacker to cause a denial of service through a crafted PE file. This vulnerability can be...

SUSE CVE-2026-40499

radare2 prior to version 6.1.4 contains a command injection vulnerability in the PDB parser's printgvars function that allows attackers to execute arbitrary commands by embedding a newline byte in the PE section header name field. Attackers can craft a malicious PDB file with specially crafted...

CVE-2026-40499

A flaw was found in radare2, specifically within the PDB parser's printgvars function. A remote attacker could exploit this vulnerability by crafting a malicious PDB Program Database file. By embedding a newline byte in the PE Portable Executable section header name field, the attacker can inject...

SUSE CVE-2026-39853

osslsigncode is a tool that implements Authenticode signing and timestamping. Prior to 2.12, A stack buffer overflow vulnerability exists in osslsigncode in several signature verification paths. During verification of a PKCS7 signature, the code copies the digest value from a parsed...

SUSE CVE-2026-39855

osslsigncode is a tool that implements Authenticode signing and timestamping. Prior to 2.13, an integer underflow vulnerability exists in osslsigncode version 2.12 and earlier in the PE page-hash computation code pepagehashcalc. When page hash processing is performed on a PE file, the function...

CVE-2026-39856

osslsigncode is a tool that implements Authenticode signing and timestamping. Prior to 2.13, an out-of-bounds read vulnerability exists in osslsigncode version 2.12 and earlier in the PE page-hash computation code pepagehashcalc. When processing PE sections for page hashing, the function uses...

CVE-2026-39856

osslsigncode (before 2.13) has an out-of-bounds read in PE page-hash calculation (pe_page_hash_calc) when processing PE sections. The code uses PointerToRawData and SizeOfRawData from section headers without ensuring the referenced region lies within the mapped file, allowing an attacker to craft...

osslsigncode 数字错误漏洞

Osslsigncode is a small tool developed by Michał Trojnara as an individual project. It implements some functions of the Microsoft tool signtool.exe. Versions of Osslsigncode prior to version 2.13 contained a numerical error vulnerability. This vulnerability stemmed from the PE page hash calculati...

PT-2026-31646

osslsigncode is a tool that implements Authenticode signing and timestamping. Prior to 2.13, an integer underflow vulnerability exists in osslsigncode version 2.12 and earlier in the PE page-hash computation code pe page hash calc. When page hash processing is performed on a PE file, the function...

Explainability-Guided Adversarial Attacks on Transformer-Based Malware Detectors Using Control Flow Graphs

Transformer-based malware detection systems operating on graph modalities such as control flow graphs CFGs achieve strong performance by modeling structural relationships in program behavior. However, their robustness to adversarial evasion attacks remains underexplored. This paper examines the...

Machine Learning Transferability for Malware Detection

Malware continues to be a predominant operational risk for organizations, especially when obfuscation techniques are used to evade detection. Despite the ongoing efforts in the development of Machine Learning ML detection approaches, there is still a lack of feature compatibility in public...

K000160212: Binutils vulnerability CVE-2025-66865

Security Advisory Description An issue was discovered in function dprintcompinner in file cp-demangle.c in BinUtils 2.26 allows attackers to cause a denial of service via crafted PE file. CVE-2025-66865 Impact There is no impact; F5 products are not affected by this vulnerability. Security Adviso...

K000159856: Binutils vulnerability CVE-2025-66862

Security Advisory Description A buffer overflow vulnerability in function gnuspecial in file cplus-dem.c in BinUtils 2.26 allows attackers to cause a denial of service via crafted PE file. CVE-2025-66862 Impact An attacker can exploit this vulnerability to trigger a heap-based buffer over-read in...

CVE-2023-40012

uthenticode is a small cross-platform library for partially verifying Authenticode digital signatures. Versions of uthenticode prior to the 2.x series did not check Extended Key Usages in certificates, in violation of the Authenticode X.509 certificate profile. As a result, a malicious user could...

CVE-2025-66866

A flaw was found in BinUtils. An attacker can exploit a vulnerability in the dabitags function within the cp-demangle.c file by providing a specially crafted Portable Executable PE file. This can lead to a Denial of Service DoS, making the affected application unavailable to legitimate users...

CVE-2025-66863

A flaw was found in BinUtils. Attackers can exploit this vulnerability by providing a specially crafted Portable Executable PE file. This can lead to a denial of service, making the affected application unavailable. Mitigation To reduce the risk of exploitation, users should avoid processing...

SUSE CVE-2025-66861

An issue was discovered in function dunqualifiedname in file cp-demangle.c in BinUtils 2.26 allowing attackers to cause a denial of service via crafted PE file...

SUSE CVE-2025-66864

An issue was discovered in function dprintcompinner in file cp-demangle.c in BinUtils 2.26 allows attackers to cause a denial of service via crafted PE file...