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FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics
FML-bench isolates agent strategy from infrastructure across 18 ML tasks, finding greedy hill-climbing nearly matches tree search, while adaptive exploration switching outperforms fixed strategies.
Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026
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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5