Combining Theory and Benchmarks: Towards A Virtuous Cycle to Understand and Guarantee Foundation Model Performance
Combining Theory and Benchmarks: Towards A Virtuous Cycle to Understand and Guarantee Foundation Model Performance
ICML 2026
Seoul, South Korea
July 10, 2026
Workshop Sponsors
Snorkel AI is the frontier AI data lab helping teams build the data and environments behind high-performing frontier models and agentic AI. Our platform, research, and embedded delivery model combine to create the datasets, environments, evaluation frameworks, and custom solutions that power real-world AI systems.
Founded in 2020, Moreh builds the infrastructure software for hyperscale AI. They turn heterogeneous accelerators — AMD, NVIDIA, Tenstorrent — into unified, high-performance AI clusters so that any organization can run frontier models on the hardware they already have.
The Seoul National University Institute of Computer Technology was established in 1989 with the participation of computer-related departments from Seoul National University and more than 20 universities across Korea. Its purpose is to secure capabilities in the development of new computer-related technologies and future-oriented computing systems, while also cultivating specialized research personnel through collaborative research among domestic universities and the establishment of industry-academia cooperation systems.