unadjusted Langevin algorithm
PulseAugur coverage of unadjusted Langevin algorithm — every cluster mentioning unadjusted Langevin algorithm across labs, papers, and developer communities, ranked by signal.
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New analysis of Unadjusted Langevin Algorithm offers dimension-free insights
A new paper published on arXiv introduces a subspace robust Wasserstein analysis for the Unadjusted Langevin Algorithm (ULA). This approach aims to provide more accurate bias and mixing time predictions for high-dimensi…
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New research paper redefines data selection for ML models
A new research paper published on arXiv proposes a novel approach to data selection for machine learning models, challenging the conventional goal of minimizing population error. The paper introduces the concept of 'fai…
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New research improves Wasserstein mixing time estimates for Langevin algorithm
A new paper published on arXiv details improved estimates for the unadjusted Langevin algorithm's asymptotic bias. The research provides a new bound for Wasserstein mixing time, achieving an order of $\kappa \sqrt{d}/\v…