AIRA_2: Overcoming Bottlenecks in AI Research Agents
arXiv:2603.26499v1 Announce Type: new Abstract: Existing research has identified three structural performance bottlenecks in AI research agents: 1 synchronous singleGPU execution constrains sample throughput, limiting the benefit of search; 2 a generalization gap where validationbased selection...
arXiv:2603.26499v1 Announce Type: new Abstract: Existing research has identified three structural performance bottlenecks in AI research agents: 1 synchronous singleGPU execution constrains sample throughput, limiting the benefit of search; 2 a generalization gap where validationbased selection causes performance to degrade over extended search horizons; and 3 the limited capability of fixed, singleturn LLM operators imposes a ceiling on search performance.
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