Author

Tim Menzies

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Jul 2026

Which Optimizer, At What Budget? A Tournament of Optimizers for Search-Based SE

Configuring and tuning modern software is unavoidable, expensive, and error-prone: a single system can expose hundreds of interacting options, and scoring one setting can mean a full build or test run. The standard response is automated optimization, but the number of available optimizers is large and growing. And some...

Kishan Kumar Ganguly, Tim Menzies · arXiv.org · 0 citations

Jul 2026

Is Model Instability just Noise to be Tolerated or a Property that can be Managed?

It is concluded that instability should be treated as a standard evaluation axis in SE optimization, which should be routinely measured, reported alongside performance, and used to calibrate trust in any single run.

Amirali Rayegan, Lunxiao Li, Tim Menzies · arXiv.org · 0 citations