preprint · 2026-08-20
AI4AI-Bench: Benchmarking LLM Agents in Algorithmic Design for Recursive Self-Improvement
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Why it matters here
Frozen repositories and hidden retraining evaluators test algorithm design. Many attempts fail to outperform the original recipe.
AI-system improvement
Related benchmarks and indicators
What to keep in mind
- Effort aggregates differ; one-step algorithm design is not a demonstrated recursive loop.