3 papers
cs.LG2026
Fairness under uncertainty in sequential decisions
Michelle Seng Ah Lee, Kirtan Padh, David Watson +2
Fair machine learning (ML) methods help identify and mitigate the risk that algorithms encode or automate social injustices. Algorithmic approaches alone cannot resolve structural…
cs.CY2026
Who Controls the Conversation? User Perspectives On Generative AI (LLM) System Prompts
Anna Neumann, Yulu Pi, Jatinder Singh
System prompts - instructions that shape the behaviour of generative AI systems - strongly influence system outputs and users' experiences. They define the model's guidelines, `per…
cs.CY2026
AI Safety Evaluations Need To Consider Cascading Effects
Anna Neumann, Jatinder Singh
AI systems comprise a range of interactions across the technical and organisational components of a range of actors. These components work together to provide the systems' function…