adversarial-robustness-toolbox

Adversarial Robustness Toolbox ART v1.20...

robustbench

RobustBench: стандартизированный бенчмарк состязательной устойчивости Francesco Croce University of Tübingen, Maksym Andriushchenko EPFL, Vikash Sehwag Princeton University, Edoardo Debenedetti EPFL, Nicolas Flammarion EPFL, Mung Chiang Purdue University, Prateek Mittal Princeton University,...

robustness

robustness 패키지 pip으로 설치: pip install robustness 문서 보기: https://robustness.readthedocs.io/en/latest/index.html robustness는 우리MadryLab 의 학생들가 신경망 훈련, 평가, 탐색을 유연하고 쉽게 만들기 위해 만든 패키지입니다. 우리는 거의 모든 프로젝트에서 이 패키지를 사용합니다적대적 훈련과 관련이 있든 없든!. 또한 향후 많은 코드 릴리스에서 이 패키지를 의존성으로 사용할 것입니다. 이 라이브러리를 사용하는 몇 가지 프로젝트는...

Sec5GLoc

Sec5GLoc: Обеспечение безопасности внутрипомещенческой локализации 5G с помощью архитектуры глубокого обучения, устойчивой к атакующим воздействиям Наша работа решает проблемы безопасности и конфиденциальности в внутрипомещенческой локализации 5G, предлагая архитектуру глубокого обучения,...

QuasarNix

QuasarNix: Gegnerisch robuste Living-off-the-Land Reverse-Shell Erkennung Dmitrijs Trizna · Luca Demetrio · Battista Biggio · Fabio Roli Überblick Linux Living-off-the-Land LOTL Reverse Shells missbrauchen legitime Binärdateien bash, python, nc, …, um verdeckte ausgehende Verbindungen herzustelle...

StealthRL

StealthRL: Attacchi di Parafrasi basati su Apprendimento per Rinforzo per l'Evasione Multi-Detector dei Rilevatori di Testo AI Articolo arXiv Demo Modello Hugging Face Dataset di benchmark Hugging Face Abstract I rilevatori di testo AI sono sempre più utilizzati in contesti ad alto rischio, eppur...

The Chronicles of Radio Frequency Fingerprinting

Radio Frequency Fingerprinting RFF has evolved from an early idea for radar emitter identification into a broad research field for wireless device identification and spectrum monitoring for security. Rather than presenting a conventional literature survey, this work provides a critical historical...

CVE-2026-31229

A flaw was found in the Adversarial Robustness Toolbox ART, specifically within its Kubeflow component. This vulnerability, categorized as insecure deserialization CWE-502, occurs when loading model weights without proper security restrictions. A remote attacker can exploit this by uploading a...

CVE-2026-31230

A flaw was found in Adversarial Robustness Toolbox ART. This command-line argument injection vulnerability exists in its Kubeflow component due to the unsafe use of the eval function, which parses string values from --clipvalues and --inputshape arguments. A remote attacker can exploit this by...

CVE-2026-31228

A flaw was found in the Adversarial Robustness Toolbox ART, specifically within its Kubeflow component. The robustness evaluation function for PyTorch models uses the eval function to dynamically evaluate user-supplied strings for the LossFn and Optimizer parameters without proper sanitization. A...

Operationalizing Cyber Attack Prediction: A Gap-Prioritized Framework with Dataset and Model Selection Guidelines

While AI and machine learning for cyber attack prediction have advanced, a critical gap persists between theoretical research and practical operational deployment. Building on Ankalaki et al. 2025, this paper provides a comprehensive analysis of 150+ benchmark datasets and 200+ studies to identif...

Adversarial Vulnerability under Temporal Concept Drift: A Longitudinal Study of Android Malware Detection

We present a longitudinal, drift-aware evaluation of adversarial robustness across more than a decade of Android applications using static and dynamic feature representations extracted from emulator and real-device executions. The dataset is organized into yearly slices and evaluated under three...

Deserialization of Untrusted Data

Overview adversarial-robustness-toolbox is a Toolbox for adversarial machine learning. Affected versions of this package are vulnerable to Deserialization of Untrusted Data in the model loading process. An attacker can execute arbitrary code by uploading a maliciously crafted model file to an...

adaro-rl (0.3.0), advermorel (>=0.1.1, <=0.1.6) +17 more potentially affected by CVE-2026-31229 via adversarial-robustness-toolbox (>=0.5.0, <=1.20.1)

adversarial-robustness-toolbox PYPI version =0.5.0, =0.1.1, =0.1.0, =0.0.5, =24.6.0, =23.10.1, =1.0.1, =23.7.1, =0.2.1, =1.0.0, =0.2.0, =0.3.0, =0.4.0, =0.1.0b3, =0.1.0b6 and more Source cves: CVE-2026-31229 Source advisory: SNYK:PYTHON-ADVERSARIALROBUSTNESSTOOLBOX-17675445...

EUVD-2026-29552

The Adversarial Robustness Toolbox ART thru 1.20.1 contains an insecure deserialization vulnerability CWE-502 in its Kubeflow component's model loading functionality. When loading model weights from a file e.g., model.pt during robustness evaluation, the code uses torch.load without the...

EUVD-2026-29553

The Adversarial Robustness Toolbox ART thru 1.20.1 contains a command-line argument injection vulnerability in its Kubeflow component robustnessevaluationfgsmpytorch.py. The script uses the unsafe eval function to parse string values provided via the --clipvalues and --inputshape command-line...

CVE-2026-31230

The Adversarial Robustness Toolbox ART thru 1.20.1 contains a command-line argument injection vulnerability in its Kubeflow component robustnessevaluationfgsmpytorch.py. The script uses the unsafe eval function to parse string values provided via the --clipvalues and --inputshape command-line...

CVE-2026-31228

The Adversarial Robustness Toolbox ART thru 1.20.1 contains a remote code execution vulnerability in its Kubeflow component. The robustness evaluation function for PyTorch models uses the unsafe eval function to dynamically evaluate user-supplied strings for the LossFn and Optimizer parameters...

CVE-2026-31229

The Adversarial Robustness Toolbox ART thru 1.20.1 contains an insecure deserialization vulnerability CWE-502 in its Kubeflow component's model loading functionality. When loading model weights from a file e.g., model.pt during robustness evaluation, the code uses torch.load without the...

CVE-2026-31230

The CVE-2026-31230 vulnerability concerns the Adversarial Robustness Toolbox (ART) up to v1.20.1, specifically in its Kubeflow component (robustness_evaluation_fgsm_pytorch.py). The issue arises from using unsafe eval() to parse string values passed via --clip_values and --input_shape, enabling a...