Hidden Ads: Behavior Triggered Semantic Backdoors for Advertisement Injection in Vision Language Models

Vision-Language Models VLMs are increasingly deployed in consumer applications where users seek recommendations about products, dining, and services. We introduce Hidden Ads, a new class of backdoor attacks that exploit this recommendation-seeking behavior to inject unauthorized advertisements...

azure-ai-generative (>=1.0.0b1 <=1.0.0b3), azure-ai-resources (>=1.0.0b1 <=1.0.0b9) +30 more potentially affected by CVE-2025-15381 via mlflow-skinny (>=3.0.0 <=3.11.0rc0)

mlflow-skinny PYPI version =3.0.0, =1.0.0b1, =1.0.0b1, =0.1.0, =0.1.0, =2.5.0, =0.0.13, =7.1.1, =0.2.0, =0.2.1 and more Source cves: CVE-2025-15381 Source advisory: SNYK:PYTHON-MLFLOWSKINNY-15870197...

CVE-2021-27195

Improper Authorization vulnerability in Netop Vision Pro up to and including to 9.7.1 allows an attacker to replay network traffic...

CVE-2021-27193

Incorrect default permissions vulnerability in the API of Netop Vision Pro up to and including 9.7.1 allows a remote unauthenticated attacker to read and write files on the remote machine with system privileges resulting in a privilege escalation...

CVE-2026-32373

Missing Authorization vulnerability in Cozy Vision SMS Alert Order Notifications sms-alert allows Exploiting Incorrectly Configured Access Control Security Levels.This issue affects SMS Alert Order Notifications: from n/a through = 3.9.0...

CVE-2026-28870

An information leakage was addressed with additional validation. This issue is fixed in iOS 18.7.9 and iPadOS 18.7.9, iOS 26.4 and iPadOS 26.4, macOS Tahoe 26.4, tvOS 26.4, visionOS 26.4, watchOS 26.4. An app may be able to access sensitive user data...

CVE-2026-28833

A permissions issue was addressed with additional restrictions. This issue is fixed in iOS 26.4 and iPadOS 26.4, macOS Tahoe 26.4, visionOS 26.4. An app may be able to enumerate a user's installed apps...

CVE-2026-4255

A DLL search order hijacking vulnerability in Thermalright TR-VISION HOME on Windows 64-bit allows a local attacker to escalate privileges via DLL side-loading. The application loads certain dynamic-link library DLL dependencies using the default Windows search order, which includes directories...

Shape and Substance: Dual-Layer Side-Channel Attacks on Local Vision-Language Models

On-device Vision-Language Models VLMs promise data privacy via local execution. However, we show that the architectural shift toward Dynamic High-Resolution preprocessing e.g., AnyRes introduces an inherent algorithmic side-channel. Unlike static models, dynamic preprocessing decomposes images in...

Malicious code in vision-service-python-client-internal (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 ea39ef97e61556ba1ef289f438f9401ced47328bd49f096401ed4795792c8f7a Installing the package or importing the module exfiltrates basic information about the host, and the package has no other purpose. --- Category: PROBABLYPENTES...

MAL-2026-2186 Malicious code in vision-service-python-client (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 faa725015cfe04b49bbcf9f472d21a77993c7ca9692ad2b0912e9bd3d2554669 Installing the package or importing the module exfiltrates basic information about the host, and the package has no other purpose. --- Category: PROBABLYPENTES...

Malicious code in vision-service-python-client (PyPI)

--- -= Per source details. Do not edit below this line.=- Source: kam193 faa725015cfe04b49bbcf9f472d21a77993c7ca9692ad2b0912e9bd3d2554669 Installing the package or importing the module exfiltrates basic information about the host, and the package has no other purpose. --- Category: PROBABLYPENTES...

EUVD-2026-15147

A logging issue was addressed with improved data redaction. This issue is fixed in iOS 18.7.7 and iPadOS 18.7.7, iOS 26.4 and iPadOS 26.4, macOS Sequoia 15.7.5, macOS Sonoma 14.8.5, macOS Tahoe 26.4, visionOS 26.4, watchOS 26.4. An app may be able to disclose kernel memory...

EUVD-2026-15129

The issue was addressed with improved memory handling. This issue is fixed in Safari 26.4, iOS 26.4 and iPadOS 26.4, macOS Tahoe 26.4, visionOS 26.4. Processing maliciously crafted web content may lead to an unexpected process crash...

EUVD-2026-15059

A path handling issue was addressed with improved validation. This issue is fixed in iOS 26.4 and iPadOS 26.4, macOS Sequoia 15.7.5, macOS Sonoma 14.8.5, macOS Tahoe 26.4, visionOS 26.4. An app may be able to break out of its sandbox...

CVE-2026-28864

This issue was addressed with improved permissions checking. This issue is fixed in iOS 18.7.7 and iPadOS 18.7.7, iOS 26.4 and iPadOS 26.4, macOS Sequoia 15.7.5, macOS Sonoma 14.8.5, macOS Tahoe 26.4, visionOS 26.4, watchOS 26.4. A local attacker may gain access to user's Keychain items...

CVE-2026-28833

CVE-2026-28833 concerns a permissions issue in Apple platforms that could allow an app to enumerate a user’s installed apps. The issue is addressed with additional restrictions and is fixed in iOS 26.4, iPadOS 26.4, macOS Tahoe 26.4, and visionOS 26.4. The initial description notes a local-attack...

CVE-2026-28833

A permissions issue was addressed with additional restrictions. This issue is fixed in iOS 26.4 and iPadOS 26.4, macOS Tahoe 26.4, visionOS 26.4. An app may be able to enumerate a user's installed apps...

CVE-2026-28868

A logging issue was addressed with improved data redaction. This issue is fixed in iOS 18.7.7 and iPadOS 18.7.7, iOS 26.4 and iPadOS 26.4, macOS Sequoia 15.7.5, macOS Sonoma 14.8.5, macOS Tahoe 26.4, visionOS 26.4, watchOS 26.4. An app may be able to disclose kernel memory...

CVE-2026-28852

CVE-2026-28852 describes a stack overflow vulnerability mitigated by improved input validation. Affected Apple platforms include iOS 18.7.7 and iPadOS 18.7.7, iOS 26.4 and iPadOS 26.4, macOS Sequoia 15.7.5, macOS Tahoe 26.4, tvOS 26.4, visionOS 26.4, and watchOS 26.4. The issue could allow an app...