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Can LLMs Beat Classical Hyperparameter Optimization Algorithms?

https://arxiv.org/abs/2603.24647
Somewhat related, the experiment ongoing at https://www.ecdsa.fail/ is fascinating: it's a competitive, leaderboard-style research challenge trying to optimise a quantum circuit for breaking ECDSA (specifically the elliptic-curve point addition in Shor's algorithm). It quickly surpassed a result announced by Google researchers last month. Now it's showing a 40% gain over Google's result.
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Their centaur idea[1] is interesting and quite straightforward. It should be fairly easy to implement using a coding agent for the LLM and the ask-and-tell interface in pycma[2].

[1]: https://github.com/ferreirafabio/autoresearch-automl/blob/ma...

[2]: https://github.com/CMA-ES/pycma

TDLR: No.
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