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Federated Attack Campaign Detection via Contrastive Encoding of Threat Indicators in Gradient Updates
Researchers propose FedIoC, a federated learning framework detecting cross-organization attack campaigns from threat-indicator structure in gradient updates without sharing IoCs.
The paper introduces FedIoC, a modular federated learning framework in which clients encode locally matched indicators of compromise into gradient updates using a supervised contrastive loss over IoC-matched flows. The server clusters client updates by cosine similarity to recover global attack-campaign patterns without any direct IoC transmission across organizational or national boundaries. Evaluations on two public threat-detection benchmarks, distributed across clients holding only fragments of each campaign and disjoint indicator sets, show the server recovers cross-organizational campaign cohorts from gradient geometry alone. The authors identify non-IID gradient structure as the main driver of recovery and define open problems for encoder design.
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New infosec products of the week: September 4, 2026
Weekly roundup covers F5's AI-powered WAF enhancements, Ping Identity's personal AI agent access, Superna 2.15 cyberstorage, and BugBase Pentest Copilot Enterprise.
This week's product roundup features releases from BugBase, F5 Networks, Ping Identity, and Superna. F5's WAF for Distributed Cloud adds anomaly detection and agentic threat intelligence for real-time virtual patching, Ping Identity launched Enterprise Personal Agent Access for securing personal AI agents, Superna 2.15 adds guided event-closing workflows for cyberstorage operations, and BugBase's Pentest Copilot Enterprise automates black-box pentesting across 100 vulnerability types using real Chromium browsers.
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Superna 2.15 simplifies cyberstorage security and resilience operations
Superna released Cyberstorage platform v2.15 with redesigned ransomware investigation, guided incident closure and disaster recovery workflows.
Superna announced version 2.15 of its Cyberstorage platform, redesigning the user experience across security and resilience operations. The update adds centralized alarm management with severity and device filtering, consolidated threat investigation views showing affected data, snapshots, recovery status and impacted assets, and guided incident classification and closure workflows. It also refreshes Security Guard healthchecks, audit reporting, disaster recovery workflows and Enterprise AirGap isolation across the Data Security and Disaster Recovery editions.
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