anomaly-flow

Anomaly-Flow Framework for implementing Intrusion Detection Systems NIDS aimed at identifying anomalies in network flows using Machine Learning models. Reference paper: Anomaly-Flow: A Multi-domain Federated Generative Adversarial Network for Distributed Denial-of-Service Detection Create the...

dex

dex - A federated OpenID Connect provider Dex is an identity service that uses OpenID Connectopenid-connect to drive authentication for other apps. Dex acts as a portal to other identity providers through "connectors." This lets dex defer authentication to LDAP servers, SAML providers, or...

FML-Network

FLNET2023: Realistic Network Intrusion Detection Dataset for Federated Learning Paper: FLNET2023: Realistic Network Intrusion Detection Dataset for Federated Learning Dataset: FLNET2023 Introduction FLNET2023 is a state-of-the-art benchmark dataset for intrusion detection systems, specifically fo...

Mandiant-Azure-AD-Investigator

Mandiant Azure AD Investigator Focusing on UNC2452 TTPs Overview This repository contains a PowerShell module for detecting artifacts that may be indicators of UNC2452 and other threat actor activity. Some indicators are "high-fidelity" indicators of compromise, while other artifacts are so calle...

CVE-2026-87678

An input validation and output encoding vulnerability exists in the web management interface of Brocade Fabric OS versions before 10.0.1. When configuring Federated Authentication FA, the system fails to sanitize the Identity Provider IdP issuer parameter. An authenticated administrator—or an...

CVE-2026-87678

An input validation and output encoding vulnerability exists in the web management interface of Brocade Fabric OS versions before 10.0.1 . The system fails to sanitize the Identity Provider (IdP) issuer parameter during Federated Authentication (FA) configuration. An authenticated administrator o...

Security Bulletin: Multiple Vulnerabilities have been identified in IBM Db2 federated server and IBM Db2 shipped with IBM WebSphere Remote Server

Summary IBM Db2 federated server and IBM Db2 are shipped with IBM WebSphere Remote Server. Information about security vulnerabilities affecting IBM Db2 federated server and IBM Db2 has been published in a security bulletin CVE-2026-41586, CVE-2026-16702, CVE-2026-10649, CVE-2026-17463,...

CVE-2026-105302 Keycloak-services: keycloak-services: user session note mapper exposes upstream idp access tokens

A flaw was found in the User Session Note mapper of the Keycloak identity and access management solution. The issue occurs because the mapper does not validate whether a requested session note contains sensitive internal credentials, such as federated access tokens from external identity provider...

CVE-2026-105302: Exposure of Sensitive Information to an Unauthorized Actor

A flaw was found in the User Session Note mapper of the Keycloak identity and access management solution. The issue occurs because the mapper does not validate whether a requested session note contains sensitive internal credentials, such as federated access tokens from external identity provider...

PT-2026-104727

A flaw was found in the User Session Note mapper of the Keycloak identity and access management solution. The issue occurs because the mapper does not validate whether a requested session note contains sensitive internal credentials, such as federated access tokens from external identity provider...

Compression Footprints As Security Signals for Model-Poisoning Defense in Federated Learning

Lossy compression is widely used in Federated Learning FL but is generally treated as an error source, while conventional poisoning defenses inspect update geometry. In this work, we instead treat the compressor's response as a security signal: the input-dependent distortion and payload behavior...

Cybersecurity in Edge Computing: A Trust-Aware Federated Hybrid Intrusion Detection Framework

Edge computing has emerged as a critical computing paradigm in modern distributed systems by migrating data processing closer to end users and Internet of Things IoT devices. While this paradigm decentralizes processes, minimizes latency, and reduces backhaul bandwidth congestion, it exponentiall...

Physics-Attested Federated Learning: Securing Collaborative Anomaly Detection in Critical Water Infrastructure

Federated learning enables industrial operators to train shared intrusion detection models without disclosing proprietary operational telemetry. However, existing defenses operate strictly in update space, leaving aggregators blind to data poisoning; model updates derived from fabricated telemetr...

DecoyTrace: Toxic Decoys for Active Defense in Decentralized Federated Learning

Decentralized Federated Learning DFL eliminates the central aggregation server, reducing the single point of observation that traditional defenses against attacks rely on. As a result, peer-to-peer networks become exposed to malicious updates containing backdoors or semantic poisoning, since such...

CVE-2026-56734

Zammad is a web based open source helpdesk/customer support system. Prior to 7.0.2, during federated authentication OAuth/OIDC/SAML, a profile image URL from the external identity provider is fetched without verifying the target address. An actor who controls their profile at a connected provider...

EUVD-2026-87213

Zammad is a web based open source helpdesk/customer support system. Prior to 7.0.2, during federated authentication OAuth/OIDC/SAML, a profile image URL from the external identity provider is fetched without verifying the target address. An actor who controls their profile at a connected provider...

CVE-2026-56734 Zammad: Avatar Image URL Server-Side Request Forwarding

Zammad is a web based open source helpdesk/customer support system. Prior to 7.0.2, during federated authentication OAuth/OIDC/SAML, a profile image URL from the external identity provider is fetched without verifying the target address. An actor who controls their profile at a connected provider...

CVE-2026-56734

The open-source helpdesk system Zammad (versions prior to 7.0.2 ) is vulnerable to Server-Side Request Forgery (SSRF) during federated authentication (OAuth/OIDC/SAML). The application fetches profile image URLs from external identity providers without validating the target address. An attacker c...

CVE-2026-56734 Zammad: Avatar Image URL Server-Side Request Forwarding

Zammad is a web based open source helpdesk/customer support system. Prior to 7.0.2, during federated authentication OAuth/OIDC/SAML, a profile image URL from the external identity provider is fetched without verifying the target address. An actor who controls their profile at a connected provider...

CVE-2026-56734 Zammad: Avatar Image URL Server-Side Request Forwarding

Zammad is a web based open source helpdesk/customer support system. Prior to 7.0.2, during federated authentication OAuth/OIDC/SAML, a profile image URL from the external identity provider is fetched without verifying the target address. An actor who controls their profile at a connected provider...