Improved Lower Bounds for Five Classical Ramsey Numbers Achieved Using LLM-Based Code Mutation Agent
By
1024core
A respectable bake. You'd come back tomorrow for another.
Summary
Researchers have improved lower bounds for five classical Ramsey numbers using AlphaEvolve, an LLM-based code mutation agent. The new lower bounds are: R(3,13) from 60 to 61, R(3,18) from 99 to 100, R(4,13) from 138 to 139, R(4,14) from 147 to 148, and R(4,15) from 158 to 159. The AlphaEvolve system successfully recovered lower bounds for all known exact Ramsey numbers and matched best known lower bounds across many other cases, representing a single meta-algorithm approach to generating search algorithms for these computational mathematics problems.
Key quotes
· 4 pulledWe present improved lower bounds for five classical Ramsey numbers: R(3, 13) is increased from 60 to 61, R(3, 18) from 99 to 100, R(4, 13) from 138 to 139, R(4, 14) from 147 to 148, and R(4, 15) from 158 to 159.
These results were achieved using AlphaEvolve, an LLM-based code mutation agent.
Beyond these new results, we successfully recovered lower bounds for all Ramsey numbers known to be exact, and matched the best known lower bounds across many other cases.
AlphaEvolve is a single meta-algorithm yielding search algorithms for all of our results.
You might also wanna read
AI-Assisted Solution to Hypergraph Ramsey Problem in Combinatorics
The article discusses a solved mathematical problem in combinatorics involving hypergraphs, where researchers used GPT-5.4 Pro to find a sol
Number Research Inc.: Documenting All Available Numbers
Number Research Inc. is an organization dedicated to finding and documenting all available numbers, as described in their mission statement.
Mathematical Breakthrough: Proof Establishes Regularity for Important Class of Differential Equations
Mathematicians have made a breakthrough in understanding partial differential equations (PDEs), which describe phenomena that change over ti
Mathematicians Use Network Theory to Advance Understanding of Fourier Transform
Mathematicians have made significant progress on a long-standing problem related to the Fourier transform, a fundamental mathematical tool u
Research Shows All 23-Bit Still Life Patterns in Conway's Game of Life Are Glider Constructible
The article discusses research in Conway's Game of Life about which still life patterns can be constructed by colliding gliders. It explains
Research Shows Two-Dimensional Billiard Systems Are Turing Complete
Researchers demonstrate that two-dimensional billiard systems are Turing complete, meaning they can perform any computation that a Turing ma
