AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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This work introduces UserIDA (User Intent-Directive Alignment), which exposes interaction intent as an explicit per-turn directive, and establishes per-turn intent control as a complementary dimension to response fidelity in user simulation.
SemPOI-RL is proposed, a framework that aligns LLM semantic reasoning with structured sequence generation for interpretable OOT recommendation and consistently outperforms both traditional recommenders and direct LLM baselines, while providing interpretable style attribution across different phases of a trip.
This review summarizes recent advances in drug-loaded hydrogels for TME modulation in tumor immunotherapy, focusing on strategies for remodeling hot and cold tumors, including immune-desert and immune-excluded phenotypes, their underlying immunological mechanisms, and key translational challenges.
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