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cs.SE 1

years

2026 1

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UNVERDICTED 1

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HintPilot: LLM-based Compiler Hint Synthesis for Code Optimization

cs.SE · 2026-04-16 · unverdicted · novelty 7.0

HintPilot synthesizes semantics-preserving compiler hints via retrieval-augmented LLM generation and profiling-guided refinement, delivering up to 6.88x geometric mean speedup over -Ofast on PolyBench and HumanEval-CPP while preserving correctness.

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  • HintPilot: LLM-based Compiler Hint Synthesis for Code Optimization cs.SE · 2026-04-16 · unverdicted · none · ref 5

    HintPilot synthesizes semantics-preserving compiler hints via retrieval-augmented LLM generation and profiling-guided refinement, delivering up to 6.88x geometric mean speedup over -Ofast on PolyBench and HumanEval-CPP while preserving correctness.