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Kunisky

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Recent result on certification algorithms for MAX-CUT and MAX-Independent Set that was improved upon in this work

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Reinforced Generation of Combinatorial Structures: Applications to Complexity Theory
Google DeepMind & GoogleresearchpositiveOct 12, 2025

AlphaEvolve, an LLM code mutation agent, achieves new near-optimal results in complexity theory including improved inapproximability bounds for MAX-CUT, MAX-Independent Set, MAX-4-CUT, MAX-3-CUT, and metric TSP, with the system also evolving faster verification procedures up to 10,000× speedup.

“Recent result on certification algorithms for MAX-CUT and MAX-Independent Set that was improved upon in this work”

AI ResearchReinforcement LearningComplexity TheoryFoundation Models