Explicit and Non-asymptotic Query Complexities of Rank-Based Zeroth-order Algorithm on Stochastic Smooth Functions

Research#llm🔬 Research|Analyzed: Jan 4, 2026 12:02
Published: Dec 22, 2025 07:18
1 min read
ArXiv

Analysis

The article likely presents a theoretical analysis of a specific optimization algorithm. The focus is on the computational cost (query complexity) of the algorithm when applied to a class of functions with certain properties (stochastic smoothness). The terms "explicit" and "non-asymptotic" suggest a rigorous mathematical treatment, providing concrete bounds on performance rather than just asymptotic behavior.

Key Takeaways

    Reference / Citation
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    "Explicit and Non-asymptotic Query Complexities of Rank-Based Zeroth-order Algorithm on Stochastic Smooth Functions"
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    ArXivDec 22, 2025 07:18
    * Cited for critical analysis under Article 32.