Operationalizing Cyber Attack Prediction: A Gap-Prioritized Framework with Dataset and Model Selection Guidelines

While AI and machine learning for cyber attack prediction have advanced, a critical gap persists between theoretical research and practical operational deployment. Building on Ankalaki et al. 2025, this paper provides a comprehensive analysis of 150+ benchmark datasets and 200+ studies to identif...

CVE-2026-28511

eLabFTW is an open source electronic lab notebook. Prior to version 5.4.2, in certain cases, an authenticated user performing a numeric reference/search can return results that include resources the requesting user is not authorized to view. The exposed information is limited only the title...

CVE-2026-28511

eLabFTW is an open source electronic lab notebook. Prior to version 5.4.2, in certain cases, an authenticated user performing a numeric reference/search can return results that include resources the requesting user is not authorized to view. The exposed information is limited only the title...

GHSA-MXQ5-F9C5-W4P5 Apache Airflow Vulnerable to Authorization Bypass Through User-Controlled Key

A bug in Apache Airflow's bulk Task Instances API PATCH/DELETE /api/v2/dags/dagid/dagRuns/dagrunid/taskInstances evaluated authorization against the dagid resolved from the URL path while operating on the dagid / dagrunid extracted from request-body entity fields. An authenticated UI/API user wit...

CVE-2026-40963

The structuredata endpoint in the Airflow UI returned external dependency graph nodes for linked Dags without checking whether the caller had read permission on those linked Dags. An authenticated UI/API user authorized for one Dag could enumerate linked Dag IDs and dependency metadata for other...

CVE-2026-41084 Apache Airflow: API authorization bypass: bulk TaskInstances allows cross-DAG mutation

A bug in Apache Airflow's bulk Task Instances API PATCH/DELETE /api/v2/dags/dagid/dagRuns/dagrunid/taskInstances evaluated authorization against the dagid resolved from the URL path while operating on the dagid / dagrunid extracted from request-body entity fields. An authenticated UI/API user wit...

CVE-2026-45426 Apache Airflow: Log server JWT authorization bypass via Python lstrip() character stripping allows cross-Dag log access

Exploitation requires the attacker to already be an authenticated Airflow worker holding a valid Log-server JWT issued for at least one Dag. Apache Airflow's Log server authorized JWT tokens against Dag IDs by applying Python's str.lstrip to the requested path segment when verifying the JWT's sub...

MAL-2026-5163 Malicious code in @emcd-vue/auth (npm)

Part of a coordinated multi-package supply-chain attack impersonating EMCD emcd.io, a legitimate Russian cryptocurrency exchange and mining pool. The attacker registered the @emcd-vue npm scope to pose as an internal Vue.js front-end tooling package from "EMCD Platform Engineering." The package...

Malicious code in @emcd-vue/b2b-pay-form (npm)

Part of a coordinated multi-package supply-chain attack impersonating EMCD emcd.io, a legitimate Russian cryptocurrency exchange and mining pool. The attacker registered the @emcd-vue npm scope to distribute multiple malicious packages posing as internal tooling under the "EMCD Platform...

MAL-2026-5164 Malicious code in @emcd-vue/b2b-pay-form (npm)

Part of a coordinated multi-package supply-chain attack impersonating EMCD emcd.io, a legitimate Russian cryptocurrency exchange and mining pool. The attacker registered the @emcd-vue npm scope to distribute multiple malicious packages posing as internal tooling under the "EMCD Platform...

PT-2026-45660

eLabFTW is an open source electronic lab notebook. Prior to version 5.4.2, in certain cases, an authenticated user performing a numeric reference/search can return results that include resources the requesting user is not authorized to view. The exposed information is limited only the title...

PT-2026-45378

Name of the Vulnerable Software and Affected Versions Apache Airflow versions prior to 3.2.2 Description The Event Log detail endpoint "GET /api/v2/eventLogs/event log id" fetches audit-log rows directly by numeric ID after performing only a generic Audit Log permission check. This differs from t...

PT-2026-45365

Name of the Vulnerable Software and Affected Versions apache-airflow versions prior to 3.2.2 Description The 'structure data' endpoint in the Airflow UI fails to verify if the caller has read permissions for linked DAGs Directed Acyclic Graphs, which are collections of all the tasks you want to...

GHSA-6H6V-6M7W-7VXX PraisonAI Platform workspace-scoped routes allow cross-workspace object access by global object ID

Summary PraisonAI Platform's workspace-scoped REST routes contain a systemic object-level authorization flaw that allows an authenticated user from one workspace to access, modify, and delete objects belonging to another workspace by supplying the victim object's global UUID. The affected pattern...

GHSA-GV23-XRM3-8C62 PraisonAI has Cross-Workspace IDOR and Privilege Escalation via Platform API

Summary The PraisonAI Platform API has two authorization failures that together break workspace isolation. The service layer for issues and projects performs global primary-key lookups without checking workspace ownership, so any authenticated user can read, modify, and delete resources in any...

CVE-2026-45632

Dokploy is a free, self-hostable Platform as a Service PaaS. In 0.26.7 and earlier, the schedule router does not enforce organization/role checks. As a result, any authenticated user can create, update, run, or delete schedules belonging to other organizations if they know the scheduleId/serverId...

Missing Authorization

Overview @openclaw/discord is an OpenClaw Discord channel plugin Affected versions of this package are vulnerable to Missing Authorization through the registerPairCommand and resolvePairingCommandAuthState paths in the device-pair command handler. An attacker can generate pairing setup codes,...

Incorrect Authorization

Overview openclaw is a 🦞 OpenClaw — Personal AI Assistant Affected versions of this package are vulnerable to Incorrect Authorization via the chat.send route. An attacker can perform unauthorized privileged actions by leveraging inherited external routes to bypass required scope checks, enabling...

CVE-2026-43917

Dokploy is a free, self-hostable Platform as a Service PaaS. In 0.19.0 and earlier, the protectedProcedure middleware only verifies the user is authenticated - it does NOT enforce organization scoping. Each endpoint must individually verify the resource's org matches the session's...

CVE-2026-43917 Dokploy: Cross-Organization IDOR - Multiple tRPC endpoints missing activeOrganizationId validation

Dokploy is a free, self-hostable Platform as a Service PaaS. In 0.19.0 and earlier, the protectedProcedure middleware only verifies the user is authenticated - it does NOT enforce organization scoping. Each endpoint must individually verify the resource's org matches the session's...