AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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SA-OPD is proposed, a Spurious-Signal-Aware On-Policy Distillation framework that identifies and filters misleading token-level supervision based on input-groundedness and optimization impact, and consistently outperforms Vanilla OPD and competitive selective methods.
SciToolAgent-Evo, an ontology-aware self-evolving agent for open-world scientific tool acquisition, driven by an evolving memory of skills, experiences, and an ontologized tool graph achieves state-of-the-art performance, validating its robustness and generalization.
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