GuardReasoner-VL

GuardReasoner-VL: 強化学習による推論で VLM を保護する Yue Liu, Shengfang Zhai, Mingzhe Du Yulin Chen, Tri Cao, Hongcheng Gao, Cheng Wang Xinfeng Li, Kun Wang, Junfeng Fang, Jiaheng Zhang, Bryan Hooi 1National University of Singapore, 2Nanyang Technological University VLM の安全性を高めるため、本論文では、推論に基づく新しい VLM ガードモデル...

safety-awareness

クロスモーダル安全性ドリフトのための転移安全性認識 マルチモーダル大規模言語モデルにおけるクロスモーダル安全性ドリフトのための転移安全性認識 （EMNLP 2026 Findings）の公式実装です。 このリポジトリには、Qwen3-VLの安全性認識方向パイプラインが含まれています。有害および無害なマルチモーダル事例から拒否関連の活性化方向を抽出し、良性タスクのドリフトを制限しながら拒否行動を改善する方向を選択し、必要に応じて方向固有の安全性認識ベクトルを訓練します。 このコードは現在、Hugging Face...

CVE-2026-72378

In the Linux kernel, the following vulnerability has been resolved: afs: Fix error code in afsextractvladdrs The error codes on these paths are only set on the first iteration through the loop. Set the correct error code on every iteration...

CVE-2026-72378

The CVE-2026-72378 entry concerns the Linux kernel, specifically the afs_extract_vl_addrs() path. The underlying issue is that error codes were only set on the first iteration of a loop; the patch fixes this by ensuring the correct error code is assigned on every iteration. This affects the AFS c...

PT-2026-67349

Name of the Vulnerable Software and Affected Versions huggingface/transformers versions prior to 5.8.0.dev0 Description An issue allows arbitrary file writes through path traversal, a technique used to access files and directories outside the intended folder. The flaw exists in the save pretraine...

CVE-2026-63941: Undefined Security Weakness

In the Linux kernel, the following vulnerability has been resolved: KVM: arm64: Correctly cap ZCREL2 provided by a guest hypervisor ZCREL2 can be updated by a VHE guest hypervisor either using ZCREL2 which traps or ZCREL1 which does not trap. KVM handles both in different way: - on ZCREL2 trap,...

PT-2026-60020

Summary This report explains a Token Injection vulnerability in vLLM’s multimodal processing. Unauthenticated, text-only prompts that spell special tokens are interpreted as control. Image and video placeholder sequences supplied without matching data cause vLLM to index into empty grids during...

PYSEC-2026-2015 vLLM vulnerable to remote code execution via transformers_utils/get_config

Summary vllm has a critical remote code execution vector in a config class named NemotronNanoVLConfig. When vllm loads a model config that contains an automap entry, the config class resolves that mapping with getclassfromdynamicmodule... and immediately instantiates the returned class. This...

CVE-2026-4944 Hardcoded trust_remote_code=True in vllm-project/vllm Bypasses User Security Control

vllm-project/vllm version 0.14.1 contains a vulnerability where the trustremotecode=True parameter is hardcoded in two model implementation files vllm/modelexecutor/models/nemotronvl.py and vllm/modelexecutor/models/kimik25.py. This bypasses the user's explicit --trust-remote-code=False setting,...

CVE-2026-4944

The provided documents describe a vulnerability in vllm-project/vllm version 0.14.1 where trust_remote_code is hardcoded to True in nemotron_vl.py and kimi_k25.py, bypassing user-specified --trust-remote-code=False and enabling remote code execution via malicious HuggingFace model repositories. T...

CVE-2026-4944

vllm-project/vllm version 0.14.1 contains a vulnerability where the trustremotecode=True parameter is hardcoded in two model implementation files vllm/modelexecutor/models/nemotronvl.py and vllm/modelexecutor/models/kimik25.py. This bypasses the user's explicit --trust-remote-code=False setting,...

MAL-2026-994 Malicious code in vl-ui-code-preview (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 5abf0716d5a814e3cd0ca1da245819d81f5238adb1911513d88b36825c7a99be The package vl-ui-code-preview was found to contain malicious code. Source: ossf-package-analysis...

Malicious code in vl-ui-code-preview (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 5abf0716d5a814e3cd0ca1da245819d81f5238adb1911513d88b36825c7a99be The package vl-ui-code-preview was found to contain malicious code. Source: ossf-package-analysis...

Malicious code in vl-ui-contact-card (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 0a26177e2527de2d73ffbdd96d1ebe7113d3a9745726b1aa8fc4537813caa889 The package vl-ui-contact-card was found to contain malicious code. Source: ossf-package-analysis...

MAL-2026-995 Malicious code in vl-ui-contact-card (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 0a26177e2527de2d73ffbdd96d1ebe7113d3a9745726b1aa8fc4537813caa889 The package vl-ui-contact-card was found to contain malicious code. Source: ossf-package-analysis...

Malicious code in vl-ui-action-group (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 681eef2c6f7a9061c23f448a351fbf64b8d5302e6343f486e534c4a440b1e793 The package vl-ui-action-group was found to contain malicious code. Source: ossf-package-analysis...

MAL-2026-988 Malicious code in vl-ui-action-group (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 681eef2c6f7a9061c23f448a351fbf64b8d5302e6343f486e534c4a440b1e793 The package vl-ui-action-group was found to contain malicious code. Source: ossf-package-analysis...

Malicious code in vl-ui-button (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 1e34ef0af8a8e8cc96afd0941b0fe2a5259eb4d2cf73564c5dde8b97a2bdf766 The package vl-ui-button was found to contain malicious code. Source: ossf-package-analysis...

MAL-2026-992 Malicious code in vl-ui-button (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector 1e34ef0af8a8e8cc96afd0941b0fe2a5259eb4d2cf73564c5dde8b97a2bdf766 The package vl-ui-button was found to contain malicious code. Source: ossf-package-analysis...

Malicious code in vl-ui-body (npm)

--- -= Per source details. Do not edit below this line.=- Source: amazon-inspector cd90d73547d2e88c7a229ca9924f96c2d5e43bc5b1a8cb6b8a182d322d783510 The package vl-ui-body was found to contain malicious code. Source: ossf-package-analysis...