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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Karthik Ravi

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2 papers indexed here

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Oct 2026

Beyond frozen teachers: co-training and co-distillation for task-specific fine-tuning

Across the seven tasks and hyperparameter configurations the authors consider, CTCD is competitive with vanilla distillation and outperforms supervised fine-tuning alone on average; it transfers to task-specific fine-tuning as a viable distillation objective, but not as an improvement over the standard formulation.

Nikhil Trivedi, Karthik Ravi, Mohammad Ali Shehral et al. · 0 citations
Book Open access Oct 2026

Continuum: Automated Construction and Retrieval of Software Decision Knowledge Graphs from Developer-AI Conversations

Developer-AI conversations, through coding assistants and chat-based programming aids, produce rich architectural decision traces (trigger, context, alternatives considered, decision, rationale) that are lost when the chat session ends. Conversation logs are unstructured, not indexed for retrieval, and disconnected fro...

Mohammad Ali Shehral, Karthik Ravi, Nikhil Trivedi et al. · 0 citations

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