best arm identification - Robuta Search

https://openreview.net/forum?id=QweNIIqvZf Sequential Best-Arm Identification with Application to P300 Speller | OpenReview A brain-computer interface (BCI) is an advanced technology that facilitates direct communication between the human brain and a computer system, by enabling... best arm identification sequential application p300 speller https://deepai.org/publication/structured-best-arm-identification-with-fixed-confidence Structured Best Arm Identification with Fixed Confidence | DeepAI Jun 16, 2017 - 06/16/17 - We study the problem of identifying the best action among a set of possible options when the value of each action is given by a ma... best arm identification structured fixed confidence deepai https://openreview.net/forum?id=q4mtFqw8PR Best Arm Identification for Prompt Learning under a Limited Budget | OpenReview The remarkable instruction-following capability of large language models (LLMs) has sparked a growing interest in automatically learning suitable prompts.... best arm identification prompt https://openreview.net/forum?id=Yc9bqbnrbs Fast and Regret Optimal Best Arm Identification: Fundamental Limits and Low-Complexity Algorithms |... This paper considers a stochastic Multi-Armed Bandit (MAB) problem with dual objectives: (i) quick identification and commitment to the optimal arm, and (ii)... best arm identification https://openreview.net/forum?id=FLNnlfBGMo&referrer=%5Bthe%20profile%20of%20Chengshuai%20Shi%5D(%2Fprofile%3Fid%3D~Chengshuai_Shi1) Efficient Prompt Optimization Through the Lens of Best Arm Identification | OpenReview The remarkable instruction-following capability of large language models (LLMs) has sparked a growing interest in automatically finding good prompts, i.e.,... through the lens best arm identification prompt optimization efficient https://deepai.org/publication/globally-optimal-algorithms-for-fixed-budget-best-arm-identification Globally Optimal Algorithms for Fixed-Budget Best Arm Identification | DeepAI Jun 9, 2022 - 06/09/22 - We consider the fixed-budget best arm identification problem where the goal is to find the arm of the largest mean with a fixed nu... best arm identification globally optimal algorithms fixed budget https://openreview.net/forum?id=HrLJpXgma4 An $\varepsilon$-Best-Arm Identification Algorithm for Fixed-Confidence and Beyond | OpenReview We have studied approximate best arm identification in multi-armed bandits, in the fixed-confidence, fixed-budget and anytime settings. best arm identification