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Near-Optimal Streaming Heavy-Tailed Statistical Estimation with Clipped SGD arxiv.org/abs/2410.20135 .ML .LG

Deterministic Fokker-Planck Transport -- With Applications to Sampling, Variational Inference, Kernel Mean Embeddings & Sequential Monte Carlo arxiv.org/abs/2410.18993 .ML .NA .ST .ME .TH .LG .NA

Median Based Unit Weibull (MBUW): a new unit distribution Properties arxiv.org/abs/2410.19019 .ME .PR

Enhancing Approximate Modular Bayesian Inference by Emulating the Conditional Posterior arxiv.org/abs/2410.19028 .ME .CO

Model-free Variable Selection and Inference for High-dimensional Data arxiv.org/abs/2410.19031 .ME

Less Discriminatory Alternative and Interpretable XGBoost Framework for Binary Classification arxiv.org/abs/2410.19067 .ML .LG

Doubly Robust Nonparametric Efficient Estimation for Provider Evaluation arxiv.org/abs/2410.19073 .ME

A Generalized Framework for Multiscale State-Space Modeling with Nested Nonlinear Dynamics: An Application to Bayesian Learning under Switching Regimes arxiv.org/abs/2410.19074 .ML .SP .CE .LG

A spectral method for multi-view subspace learning using the product of projections arxiv.org/abs/2410.19125 .ML .ST .CO .ME .TH .LG

Using Platt's scaling for calibration after undersampling -- limitations and how to address them arxiv.org/abs/2410.18144 .ME .LG

Stochastic gradient descent in high dimensions for multi-spiked tensor PCA arxiv.org/abs/2410.18162 .ML .PR .ST .TH .LG

Saddlepoint Monte Carlo and its Application to Exact Ecological Inference arxiv.org/abs/2410.18243 .CO .AP .ME

Detecting Spatial Outliers: the Role of the Local Influence Function arxiv.org/abs/2410.18261 .ME .EM .AP

Improving measurement error and representativeness in nonprobability surveys arxiv.org/abs/2410.18282 .AP

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