Article

From Seller to Data Supplier: How Creator Compensation Enables AI Displacement

A model of creator platforms shows how paying for training data can enable AI to replace creators' direct sales while retaining them as data suppliers. The paper examines the …

lijuan-luo
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How Sampling Shapes LLM Alignment: From One-Shot Optima to Iterative Dynamics

Standard methods for aligning large language models with human preferences learn from pairwise comparisons among sampled candidate responses and regularize toward a reference …

yurong-chen
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