DIO-Agent frames IO2Code as LLM-driven evolutionary search over programs with a Transformation Priority Premise to favor simple hypotheses, outperforming baselines on a new IO2CodeBench.
Therefore, although DIO-Agent is initially lower than AlphaEvolve at the first checkpoint, it continues to benefit from later curriculum stages and eventually surpasses AlphaEvolve
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From I/O to Code with Discovery Agent
DIO-Agent frames IO2Code as LLM-driven evolutionary search over programs with a Transformation Priority Premise to favor simple hypotheses, outperforming baselines on a new IO2CodeBench.