2 papers
cs.LG2026
Temporal Preference Concepts and their Functions in a Large Language Model
Ian Rios-Sialer, Shantanu Darveshi, Shuai Jiang +4
Large Language Models (LLMs) are increasingly being deployed to make decisions that require trading off near-term gains against long-term consequences, yet little is known about ho…
cs.AI2026
The Homogenization Problem in LLMs: Towards Meaningful Diversity in AI Safety
Ian Rios-Sialer
Generative AI models reproduce the human biases in their training data and further amplify them through mechanisms such as mode collapse. The loss of diversity produces homogenizat…