4 papers · 1 filter
Fair Like Us? Auditing LLM Alignment in Resource Allocation
Qishen Han, Hadi Hosseini, Joshua Kavner +3
Fair allocation of scarce, indivisible resources is an important challenge in many societal problems. While there are several formal theories of fairness, no single definition can…
Preference Reasoning under Indeterminacy in Large Language Models
Hadi Hosseini, Samarth Khanna, Xiyuan Wang
As large language models evolve into decision-making agents, the ability to reason over preferences becomes fundamental to alignment, coordination, and collective intelligence. Yet…
The Judgment-Consequence Gap: LLM Moral Reasoning in Healthcare Decisions
Hadi Hosseini, Samarth Khanna, Leona Pierce
As large language models (LLMs) enter high-stakes domains such as healthcare, understanding their moral reasoning becomes essential. Decisions about scarce medical resources often…
The Pedagogy of AI Mistakes: Fostering Higher-Order Thinking
Hadi Hosseini
As generative AI becomes increasingly integrated into higher education, its frequent errors and hallucinations, often seen as limitations, offer a unique pedagogical opportunity. B…