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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★ 3 cited
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…