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By intelligently perturbing class prototypes based on their discriminative power, VPDR achieves a superior privacy-utility trade-off in federated learning compared to naive Gaussian noise.
General LLMs can't handle the nuances of expressway operations, so this paper built ExpressMind, a specialized multimodal LLM that outperforms existing models in event detection, safety response, and traffic analysis.
