Wen-Jun Peng

OptiArena: Can LLMs Improve Executable Algorithms under Fixed Resource Budgets?

Static QA and code-generation benchmarks only partially capture the role that large language models (LLMs) now play as coding agents and research tools. We introduce OptiArena, a budget-controlled testbed for studying whether LLMs can improve executable game-playing algorithms through five rounds of code edits within a...