AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Across vision and language models, it is shown that efficiency-oriented training increases susceptibility to adversarial and privacy attacks, and is called for a paradigm shift toward multi-objective training that jointly optimizes for performance, cost, and security.
Capability-Routed Guard is introduced, a model-agnostic inference-time guardrail for closed-source LRMs, where defenders cannot inspect hidden reasoning traces or modify model weights, and its components contribute complementary benefits, highlighting the importance of coordinated defense mechanisms for securing large...
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