Building an Adversarial Malware Dataset by Family and Type: Generation, Evasion, and Poisoning Evaluation

We present a dataset of adversarial malware samples derived from the public RawMal-TF collection of real-world malware binaries. Using a suite of adversarial malware generators, we construct two sets of adversarial PE files: 44,347 family-labelled samples and 33,596 type-labelled samples, achievi...

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...

dnv-f2at-helpers (>=0.1.4 <=0.1.5), dnv-oneworkflow (>=1.0.0.1421 <=1.1.2) +3 more potentially affected by CVE-2025-70887 via signify (>=0.4.0 <=0.7.1)

signify PYPI version =0.4.0, =0.1.4, =1.0.0.1421, =5.16.0.124, =1.1.0, =0.1.0, =1.2.1 Source cves: CVE-2025-70887 Source advisory: OSV:GHSA-P4HH-MQ57-GQ8X...

MAL-2026-1490 Malicious code in ember-power-calendar-utils (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 55191162c66f85fd90f4c2bb6354b569a7ab7cdc6a380289defcc8be784ed434 The package ember-power-calendar-utils was found to contain malicious code. Source: ghsa-malware...

Malicious code in ember-power-calendar-utils (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 55191162c66f85fd90f4c2bb6354b569a7ab7cdc6a380289defcc8be784ed434 The package ember-power-calendar-utils was found to contain malicious code. Source: ghsa-malware...

LLM-FS: Zero-Shot Feature Selection for Effective and Interpretable Malware Detection

Feature selection FS remains essential for building accurate and interpretable detection models, particularly in high-dimensional malware datasets. Conventional FS methods such as Extra Trees, Variance Threshold, Tree-based models, Chi-Squared tests, ANOVA, Random Selection, and Sequential...

Malicious Package

Overview css-blocks-ember is a malicious package. This package contains malicious code, and its content was removed from the official package manager. While this package might be attempting to impersonate a valid organization, there is no connection between that organization and this package...

EUVD-2025-204910

Malicious code in elf-stats-ember-workbench-742 npm...

Malicious code in elf-stats-ember-workbench-742 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 050a2230ab8209841a05bd9d2a2e5a3fa5e276ebd31ff2e50f373663f2729cb7 The package elf-stats-ember-workbench-742 was found to contain malicious code...

MAL-2025-192765 Malicious code in elf-stats-ember-workbench-742 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 050a2230ab8209841a05bd9d2a2e5a3fa5e276ebd31ff2e50f373663f2729cb7 The package elf-stats-ember-workbench-742 was found to contain malicious code...

Malicious Package

Overview elf-stats-ember-stockpile-448 is a malicious package. This package contains malicious code, and its content was removed from the official package manager. While this package might be attempting to impersonate a valid organization, there is no connection between that organization and this...

@1024pix/storybook-ember (=7.1.1), @asherng/storybook (>=0.0.18 <=0.1.14) +31 more potentially affected by CVE-2025-68429 via @storybook/builder-webpack5 (>=7.0.0 <=7.6.20)

@storybook/builder-webpack5 NPM version =7.0.0, =0.0.18, =0.0.0-dev-main.202308160724, =1.6.5, =3.50.0-next.2, =9.0.0-next.3, =0.1.3, =0.0.1, =7.4.0-alpha.2.1, =8.0.0, =1.0.0-alpha.4, =0.0.3, =0.0.1, =6.0.0-canary.234, =6.0.0-canary.234, =6.0.0-canary.318 and more Source cves: CVE-2025-68429 Sour...

31g-form-parser (>=1.0.1 <=1.0.126), @1024pix/storybook-ember (=7.1.1) +189 more potentially affected by CVE-2025-68429 via @storybook/core-common (>=7.0.0 <=7.6.20)

@storybook/core-common NPM version =7.0.0, =1.0.1, =0.0.18, =2.0.5, =1.1.1, =0.0.1, =0.0.4, =0.0.0-dev-main.202308160724, =0.0.0-dev-main.202307180716, =0.0.0-dev.main.0b9a477d, =24.10.0, =26.5.0-rc.2 and more Source cves: CVE-2025-68429 Source advisory: SNYK:JS-STORYBOOKCORECOMMON-14470053...

Malicious Package

Overview elf-stats-ember-hammer-340 is a malicious package. This package contains malicious code, and its content was removed from the official package manager. While this package might be attempting to impersonate a valid organization, there is no connection between that organization and this...

Malicious code in elf-stats-ember-stocking-807 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 97a5d1952faf402a6a470de2b87abbf07ed0673375bd29af93fe62006b6a2ece The package elf-stats-ember-stocking-807 was found to contain malicious code. Source: ghsa-malware...

MAL-2025-192494 Malicious code in elf-stats-ember-stocking-807 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 97a5d1952faf402a6a470de2b87abbf07ed0673375bd29af93fe62006b6a2ece The package elf-stats-ember-stocking-807 was found to contain malicious code. Source: ghsa-malware...

EUVD-2025-202815

Malicious code in elf-stats-ember-stocking-807 npm...

MAL-2025-192493 Malicious code in elf-stats-ember-cookiejar-768 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 64860e1be767b489bc4e42e9766a560535039c2fae91c6d067c1d0a52b7782f6 The package elf-stats-ember-cookiejar-768 was found to contain malicious code...

Malicious code in elf-stats-ember-cookiejar-768 (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 64860e1be767b489bc4e42e9766a560535039c2fae91c6d067c1d0a52b7782f6 The package elf-stats-ember-cookiejar-768 was found to contain malicious code...

EUVD-2025-202816

Malicious code in elf-stats-ember-cookiejar-768 npm...