Federated Spatiotemporal Graph Learning for Passive Attack Detection in Smart Grids

Smart grids are exposed to passive eavesdropping, where attackers listen silently to communication links. Although no data is actively altered, such reconnaissance can reveal grid topology, consumption patterns, and operational behavior, creating a gateway to more severe targeted attacks. Detecti...

AntiFLipper: A Secure and Efficient Defense against Label-Flipping Attacks in Federated Learning

Federated learning FL enables privacy-preserving model training by keeping data decentralized. However, it remains vulnerable to label-flipping attacks, where malicious clients manipulate labels to poison the global model. Despite their simplicity, these attacks can severely degrade model...

Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation

Fine-tuning large language models LLMs with local data is a widely adopted approach for organizations seeking to adapt LLMs to their specific domains. Given the shared characteristics in data across different organizations, the idea of collaboratively fine-tuning an LLM using data from multiple...

Centralized Vs. Decentralized Security for Space AI Systems? A New Look

This paper investigates the trade-off between centralized and decentralized security management in constellations of satellites to balance security and performance. We highlight three key AI architectures for automated security management: a centralized, b distributed and c federated. The...

Towards Adapting Federated and Quantum Machine Learning for Network Intrusion Detection: a Survey

This survey explores the integration of Federated Learning FL with Network Intrusion Detection Systems NIDS, with particular emphasis on deep learning and quantum machine learning approaches. FL enables collaborative model training across distributed devices while preserving data privacy-a critic...

CVE-2025-26515

StorageGRID formerly StorageGRID Webscale versions prior to 11.8.0.15 and 11.9.0.8 without Single Sign-on enabled are susceptible to a Server-Side Request Forgery SSRF vulnerability. Successful exploit could allow an unauthenticated attacker to change the password of any Grid Manager or Tenant...

CVE-2025-26515

StorageGRID formerly StorageGRID Webscale versions prior to 11.8.0.15 and 11.9.0.8 without Single Sign-on enabled are susceptible to a Server-Side Request Forgery SSRF vulnerability. Successful exploit could allow an unauthenticated attacker to change the password of any Grid Manager or Tenant...

CVE-2025-26515

StorageGRID formerly StorageGRID Webscale versions prior to 11.8.0.15 and 11.9.0.8 without Single Sign-on enabled are susceptible to a Server-Side Request Forgery SSRF vulnerability. Successful exploit could allow an unauthenticated attacker to change the password of any Grid Manager or Tenant...

CVE-2025-26515 CVE-2025-26515 Server-Side Request Forgery Vulnerability in StorageGRID (formerly StorageGRID Webscale)

StorageGRID formerly StorageGRID Webscale versions prior to 11.8.0.15 and 11.9.0.8 without Single Sign-on enabled are susceptible to a Server-Side Request Forgery SSRF vulnerability. Successful exploit could allow an unauthenticated attacker to change the password of any Grid Manager or Tenant...

CVE-2025-26515

StorageGRID (formerly StorageGRID Webscale) is affected by CVE-2025-26515, a Server-Side Request Forgery (SSRF) in versions prior to 11.8.0.15 and 11.9.0.8 when Single Sign-On is not enabled. An unauthenticated attacker could change the password of any Grid Manager or Tenant Manager non-federated...

CVE-2025-26515 CVE-2025-26515 Server-Side Request Forgery Vulnerability in StorageGRID (formerly StorageGRID Webscale)

StorageGRID formerly StorageGRID Webscale versions prior to 11.8.0.15 and 11.9.0.8 without Single Sign-on enabled are susceptible to a Server-Side Request Forgery SSRF vulnerability. Successful exploit could allow an unauthenticated attacker to change the password of any Grid Manager or Tenant...

PT-2025-38590

Name of the Vulnerable Software and Affected Versions StorageGRID versions prior to 11.8.0.15 StorageGRID versions prior to 11.9.0.8 Description StorageGRID formerly StorageGRID Webscale is susceptible to a Server-Side Request Forgery SSRF issue. A successful exploit could allow an unauthenticate...

Hybrid Deep Learning-Federated Learning Powered Intrusion Detection System for IoT/5G Advanced Edge Computing Network

The exponential expansion of IoT and 5G-Advanced applications has enlarged the attack surface for DDoS, malware, and zero-day intrusions. We propose an intrusion detection system that fuses a convolutional neural network CNN, a bidirectional LSTM BiLSTM, and an autoencoder AE bottleneck within a...

Storm-0501’s evolving techniques lead to cloud-based ransomware

Microsoft Threat Intelligence has observed financially motivated threat actor Storm-0501 continuously evolving their campaigns to achieve sharpened focus on cloud-based tactics, techniques, and procedures TTPs. While the threat actor has been known for targeting hybrid cloud environments, their...

Storm-0501’s evolving techniques lead to cloud-based ransomware

Microsoft Threat Intelligence has observed financially motivated threat actor Storm-0501 continuously evolving their campaigns to achieve sharpened focus on cloud-based tactics, techniques, and procedures TTPs. While the threat actor has been known for targeting hybrid cloud environments, their...

[SECURITY] Fedora 41 Update: matrix-synapse-1.136.0-1.fc41

Matrix is an ambitious new ecosystem for open federated Instant Messaging and VoIP. Synapse is a reference "homeserver" implementation of Matrix from the core development team at matrix.org, written in Python/Twisted. It is intended to showcase the concept of Matrix and let folks see the spec in...

Linux Distros Unpatched Vulnerability : CVE-2021-2354

The Linux/Unix host has one or more packages installed that are impacted by a vulnerability without a vendor supplied patch available. - Vulnerability in the MySQL Server product of Oracle MySQL component: Server: Federated. Supported versions that are affected are 8.0.25 and prior. Easily...

On the Security and Privacy of Federated Learning: a Survey with Attacks, Defenses, Frameworks, Applications, and Future Directions

Federated Learning FL is an emerging distributed machine learning paradigm enabling multiple clients to train a global model collaboratively without sharing their raw data. While FL enhances data privacy by design, it remains vulnerable to various security and privacy threats. This survey provide...

[SECURITY] Fedora 42 Update: matrix-synapse-1.135.2-1.fc42

Matrix is an ambitious new ecosystem for open federated Instant Messaging and VoIP. Synapse is a reference "homeserver" implementation of Matrix from the core development team at matrix.org, written in Python/Twisted. It is intended to showcase the concept of Matrix and let folks see the spec in...

FetFIDS: a Feature Embedding Attention Based Federated Network Intrusion Detection Algorithm

Intrusion Detection Systems IDS have an increasingly important role in preventing exploitation of network vulnerabilities by malicious actors. Recent deep learning based developments have resulted in significant improvements in the performance of IDS systems. In this paper, we present FetFIDS,...