2 papers
cs.LG2025
A Market for Accuracy: Classification under Competition
Ohad Einav, Nir Rosenfeld
Machine learning models play a key role for service providers looking to gain market share in consumer markets. However, traditional learning approaches do not take into account th…
cs.GT2025
Incentivizing Quality Text Generation via Statistical Contracts
Eden Saig, Ohad Einav, Inbal Talgam-Cohen
While the success of large language models (LLMs) increases demand for machine-generated text, current pay-per-token pricing schemes create a misalignment of incentives known in ec…