MCTuner reports up to 19.2% performance gains and roughly 1.4x faster discovery of good configurations by combining LLM knob selection with recursive space decomposition and Bayesian optimization.
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MCTuner: Spatial Decomposition-Enhanced Database Tuning via LLM-Guided Exploration
MCTuner reports up to 19.2% performance gains and roughly 1.4x faster discovery of good configurations by combining LLM knob selection with recursive space decomposition and Bayesian optimization.