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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

H. Yannakoudakis

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2 papers indexed here

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Preprint Sep 2026

Don't Inoculate Everything: Stratified Inoculation Prompting Narrows Backdoor Triggers and Preserves Desired Traits

Stratified inoculation prompting (SIP) is introduced, which leverages a small clean subset to demonstrate that desired behaviour should persist without the undesired one across different contexts and substantially reduces expression of undesired behaviour while preserving more of the desired behaviour than IP.

Kajetan Dymkiewicz, Tim Farrelly, Adam Prada et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Don't Inoculate Everything: Stratified Inoculation Prompting Narrows Backdoor Triggers and Preserves Desired Traits

Supervised fine-tuning can teach language models undesired behaviours alongside desired ones. Inoculation prompting (IP) aims to limit unwanted generalisation by requesting the undesired behaviour during training and removing the request at inference. However, undesired behaviour can still appear under unrelated prompt...

Kajetan Dymkiewicz, Tim Farrelly, Adam Práda et al. · 0 citations

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