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An AI research agent closes a 50-year-old sumset bound

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x.com
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Tencent Hy@TencentHunyuan

For a finite set of integers (A), how much faster can (|A+A|) grow than (|A-A|)? A 1969 theorem gave an upper bound of 2 for the exponent. For more than 50 years, the best constructions barely exceeded 1.1. With help from our research agent Hyra and the Hy3 model, we found an explicit construction showing that the optimal exponent is exactly 2. A 50-year-old problem, solved. Paper: https://t.co/OU7lfH0hXR Hyra blog: https://t.co/NeQEekUSZ3 Formal proof:

Context

Researchers using Tencent's research Hyra report settling a question about sums and differences of integers. For a finite set A, count its distinct pairwise sums and its distinct pairwise differences, and divide each count by the size of A. A classical inequality bounds the first ratio by the square of the second. The paper constructs sets showing no smaller universal exponent works, so the best exponent is 2. Paper.

The paper says Hyra, powered by the Hy3 model, searched for the construction, and that model-based judgments only guided exploration rather than certifying correctness. The authors report independently checking the construction and proof and preparing the argument manually. The result therefore rests on the explicit proof, with the AI serving as a discovery aid. Account of AI use.

Terms in this piece · Glossary
  • AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.
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