Physics-Attested Federated Learning: Securing Collaborative Anomaly Detection in Critical Water Infrastructure arxiv.org
Federated anomaly detection where zk-SNARKs prove water-system invariants, so poisoning needs more than vibes.
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01 02 Blog post maps an AI-driven intrusion to NetFlow/IPFIX/sFlow breadcrumbs, then says point products are optional decor.03 The convergence of post-quantum cryptography and AI-driven threat hunting: a review of quantum-resilient defense frameworks frontiersin.orgCan PQC and AI threat hunting actually fit in one defense stack, or is this just another migration paper with buzzword foam?04 RAG-CT: Mitigating Privacy Risks on Retrieval-Augmented Generation Systems via Scanning Prompt Distribution arxiv.orgRAG-CT spots prompt exfiltration in RAG by scanning entropy/margin distributions, not by pretending the LLM got safer.