AIBullisharXiv – CS AI · 10h ago7/10
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Distribution-Aware Algorithm Design with LLM Agents
Researchers developed a framework using LLM agents to infer distribution-specific structure from sample optimization problems and compile it into specialized solver code. The synthesized solvers achieved 97.1% solution quality while running 75-125x faster than competition solvers on benchmark instances, demonstrating that AI agents can discover computational shortcuts tailored to problem distributions.
🧠 Claude