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Optimal Transport for Stationary Markov Chains via Policy Iteration
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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PAC Guarantees and Effective Algorithms for Detecting Novel Categories
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Sampling Permutations for Shapley Value Estimation
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Approximation and Optimization Theory for Linear Continuous-Time Recurrent Neural Networks
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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The correlation-assisted missing data estimator
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Structure-adaptive Manifold Estimation
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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(f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Score Matched Neural Exponential Families for Likelihood-Free Inference
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Projected Statistical Methods for Distributional Data on the Real Line with the Wasserstein Metric
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Accelerated Zeroth-Order and First-Order Momentum Methods from Mini to Minimax Optimization
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Optimality and Stability in Non-Convex Smooth Games
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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SODEN: A Scalable Continuous-Time Survival Model through Ordinary Differential Equation Networks
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Model Averaging Is Asymptotically Better Than Model Selection For Prediction
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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Active Learning for Nonlinear System Identification with Guarantees
Published in Journal of Machine Learning Research (2026)Subjects: “…Education…”
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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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