4 min readGuide
Privacy, Secure Aggregation and Robustness in DFL
Combine differential privacy, secure aggregation and robust DFL with explicit trust assumptions, local threat budgets and joint evaluation.
Research Notes on Federated Learning, Cybersecurity and Cyberdefense
Research notes and technical guides on federated learning, distributed AI, cyberdefense, trustworthy systems, and privacy-preserving platforms.
13 articles. Page 1 of 3.
4 min readGuide
Prompt Injection in RAG and LLM Agents: A Security Evaluation Guide
Evaluate prompt injection in RAG and LLM agents with paired tests, permission checks, tool traces and recent benchmark research.
4 min readGuide
Large Language Models for Cybersecurity: A Careful Starting Point
LLMs for cybersecurity: SOC use cases, evidence, permissions and evaluation. Move from summarization to a tool-using assistant.
4 min readGuide
LLM-Supported Attack Mitigation Without Unsafe Autopilot
LLM-assisted mitigation: playbooks, evidence, permissions, idempotency and recovery. Turn recommendations into verifiable actions.
4 min readGuide
Retrieval-Augmented Generation for Cybersecurity Workflows
RAG for cybersecurity: hybrid retrieval, current sources, permissions and evaluation. Diagnose retrieval and generation failures.
3 min readGuide
Mixture of Experts in LLMs: Capacity Through Selective Routing
How MoE LLMs work: routing, active parameters, memory, load balance and latency and quality evaluation across languages.