MeshTNC

MeshTNC MeshTNC is a tool for piping LoRa data to and from consumer grade radios. Code - github.com/datapartyjs/MeshTNC Releases - github.com/datapartyjs/MeshTNC/releases Support - ko-fi/dataparty Features Simple serial cli built into the firmware Transmit raw bytes hex over LoRA using serial CLI...

MeshCore

About MeshCore MeshCore is a lightweight, portable C++ library that enables multi-hop packet routing for embedded projects using LoRa and other packet radios. It is designed for developers who want to create resilient, decentralized communication networks that work without the internet. 🔍 What is...

DeeCLIP

DeeCLIP: AI 생성 이미지 탐지를 위한 견고하고 일반화 가능한 Transformer 기반 프레임워크 ☀️ 이 연구가 여러분의 연구에 유용하다면, 저희 저장소에 스타를 남겨주시고 논문을 인용해 주시기 바랍니다! ☀️ TODO 다음 항목을 열심히 작업 중입니다: ArXiv 논문 공개 학습 스크립트 공개 추론 스크립트 공개 체크포인트 공개 DeeCLIP DeeCLIP 은 CLIP-ViT 와 퓨전 학습fusion learning을 결합한 AI 생성 이미지 탐지 를 위한 새로운 프레임워크입니다. 생성 모델이 계속해서 개선됨에 따라,...

DeepGuard

DeepGuard 📖 프로젝트 개요 DeepGuard는 다중 계층 의미 집계multi-layer semantic aggregation 기법을 통해 대규모 언어 모델의 안전한 코드 생성 능력을 향상시키는 혁신적인 보안 코드 생성 접근 방식입니다. 이 방법은 코드의 보안 취약점을 효과적으로 식별하고 완화하여 개발자에게 더 안전한 코드 생성 솔루션을 제공합니다. 🔑 핵심 기술 특징 다중 계층 의미 집계Multi-Layer Semantic Aggregation : 여러 Transformer 계층의 은닉 상태를 집계하여 풍부한 의미 정...

Backdoor Purification for LoRA-Tuned LLMs Via Null-Space Projection

With the rapid adoption of large language models LLMs and parameter-efficient fine-tuning PEFT methods, the risk of backdoor attacks has become more severe. Existing backdoor purification methods typically rely on at least one of the strong assumptions, such as prior knowledge of triggers, access...

Backdoor Containment Via Expert Quarantine and Shutdown in LLMs

Backdoored large language models LLMs can behave normally on benign inputs while producing attacker-specified outputs under hidden triggers. Existing defenses span four stages--prior-training, in-training, post-training, and inference-time--and share one of two underlying strategies: either...

Tokenized Key-Gated Adapter Routing: A Secure Access Control Mechanism against Private Data Leakage in LLMs

Large language models LLMs are increasingly deployed in privacy-critical domains e.g., healthcare, finance, and government, but their propensity to memorize and disclose personally identifiable information PII poses serious security and compliance risks. Existing defenses typically force a...

CVE-2026-71281

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

CVE-2026-71281 peft Unsafe Deserialization via torch.load() Without weights_only in LoRA-GA and CorDA Modules

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

CVE-2026-71281

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

EUVD-2026-53366

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

CVE-2026-71281 peft Unsafe Deserialization via torch.load() Without weights_only in LoRA-GA and CorDA Modules

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

CVE-2026-71281

The CVE-2026-71281 details a vulnerability in Hugging Face PEFT: LoRA-GA and CorDA initialization modules call torch.load() on cache/covariance files without weights_only=True, bypassing PEFT’s safe-loading wrapper. This full pickle deserialization can lead to arbitrary code execution if a malici...

CVE-2026-71281: Deserialization of Untrusted Data

Hugging Face peft's LoRA-GA and CorDA initialization modules src/peft/tuners/lora/corda.py lines 102 and 163, and src/peft/tuners/lora/loraga.py line 101 call torch.load on config-specified cache/covariance files without weightsonly=True, bypassing peft's own safe-loading wrapper used elsewhere i...

CVE-2026-47621

NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to denial of service and data tampering...

CVE-2026-47620

NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to data tampering and denial of service...

CVE-2026-47621

NVIDIA Dynamo for Linux contains a race condition in the LoRA manager singleton initialization (CVE-2026-47621). The issue affects the LoRA manager component and can lead to denial of service and data tampering. The provided materials specify a CVSS 3.1 base score of 6.5 (Medium) with network att...

CVE-2026-47621

NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to denial of service and data tampering...

CVE-2026-47621

NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to denial of service and data tampering...

CVE-2026-47621

NVIDIA Dynamo for Linux contains a vulnerability where an attacker could cause a race condition in the LoRA manager singleton initialization. A successful exploit of this vulnerability might lead to denial of service and data tampering...