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An improper estimator with optimal excess risk in misspecified density estimation and logistic regression
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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A Class of Conjugate Priors for Multinomial Probit Models which Includes the Multivariate Normal One
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Theoretical Convergence of Multi-Step Model-Agnostic Meta-Learning
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Novel Min-Max Reformulations of Linear Inverse Problems
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Data-Derived Weak Universal Consistency
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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MurTree: Optimal Decision Trees via Dynamic Programming and Search
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Efficient MCMC Sampling with Dimension-Free Convergence Rate using ADMM-type Splitting
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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On Biased Stochastic Gradient Estimation
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Fast and Robust Rank Aggregation against Model Misspecification
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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LSAR: Efficient Leverage Score Sampling Algorithm for the Analysis of Big Time Series Data
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Evolutionary Variational Optimization of Generative Models
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Supervised Dimensionality Reduction and Visualization using Centroid-Encoder
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Universal Approximation in Dropout Neural Networks
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Decimated Framelet System on Graphs and Fast G-Framelet Transforms
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Spatial Multivariate Trees for Big Data Bayesian Regression
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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TFPnP: Tuning-free Plug-and-Play Proximal Algorithms with Applications to Inverse Imaging Problems
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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A Stochastic Bundle Method for Interpolation
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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On Generalizations of Some Distance Based Classifiers for HDLSS Data
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Solving Large-Scale Sparse PCA to Certifiable (Near) Optimality
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Approximate Information State for Approximate Planning and Reinforcement Learning in Partially Observed Systems
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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