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cs.CY2025
The Economics of AI Training Data: A Research Agenda
Hamidah Oderinwale, Anna Kazlauskas
Despite data's central role in AI production, it remains the least understood input. As AI labs exhaust public data and turn to proprietary sources, with deals reaching hundreds of…
cs.SI2025
Anatomy of a Machine Learning Ecosystem: 2 Million Models on Hugging Face
Benjamin Laufer, Hamidah Oderinwale, Jon Kleinberg
Many have observed that the development and deployment of generative machine learning (ML) and artificial intelligence (AI) models follow a distinctive pattern in which pre-trained…
cs.DL2025
Procedural Knowledge Libraries: Towards Executable (Research) Memory
Hamidah Oderinwale
Procedural Knowledge Libraries (PKLs) are frameworks for capturing the full arc of scientific inquiry, not just its outcomes. Whereas traditional libraries store static end product…