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Tom Marty

2 accepted papers

2025

In-Context Learning and Occam's Razor

ICML 2025poster

A central goal of machine learning is generalization. While the No Free Lunch Theorem states that we cannot obtain theoretical guarantees for generalization without further assumptions, in practice we observe that simple models which explain the training data generalize best—a principle called Occam…

2024

WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?

ICML 2024poster

We study the use of large language model-based agents for interacting with software via web browsers. Unlike prior work, we focus on measuring the agents' ability to perform tasks that span the typical daily work of knowledge workers utilizing enterprise software systems. To this end, we propose Wor…

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