Tag: exploration
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Cost-Aware Optimal Pairwise Pure Exploration
Cost-Aware Optimal Pairwise Pure Exploration arXiv:2503.07877v1 Announce Type: new Abstract: Pure exploration is one of the fundamental problems in multi-armed bandits (MAB). However, existing works mostly focus on specific pure exploration tasks, without a holistic view of the general pure exploration problem. This work fills this gap by introducing a versatile framework to study pure…
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A Practical Exploration of Sora — Intuitively and Exhaustively Explained
A Practical Exploration of Sora — Intuitively and Exhaustively Explained A new cutting edge video generation tool, and the theory behind it Continue reading on Towards Data Science » Daniel Warfield Go to original source
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Localized exploration in contextual dynamic pricing achieves dimension-free regret
Localized exploration in contextual dynamic pricing achieves dimension-free regret arXiv:2412.19252v1 Announce Type: new Abstract: We study the problem of contextual dynamic pricing with a linear demand model. We propose a novel localized exploration-then-commit (LetC) algorithm which starts with a pure exploration stage, followed by a refinement stage that explores near the learned optimal pricing policy,…