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    Affine Rank Minimization via Asymptotic Log-Det Iteratively Reweighted Least Squares

    Published in JMLR (2026)
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    Causal Effect of Functional Treatment

    Published in JMLR (2026)
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    Uplift Model Evaluation with Ordinal Dominance Graphs

    Published in JMLR (2026)
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    High-Dimensional L2-Boosting: Rate of Convergence

    Published in JMLR (2026)
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    Feature Learning in Finite-Width Bayesian Deep Linear Networks with Multiple Outputs and Convolutional Layers

    Published in JMLR (2026)
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    How good is your Laplace approximation of the Bayesian posterior? Finite-sample computable error bounds for a variety of useful divergences

    Published in JMLR (2026)
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    Integral Probability Metrics Meet Neural Networks: The Radon-Kolmogorov-Smirnov Test

    Published in JMLR (2026)
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    On Inference for the Support Vector Machine

    Published in JMLR (2026)
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    Random Pruning Over-parameterized Neural Networks Can Improve Generalization: A Training Dynamics Analysis

    Published in JMLR (2026)
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    Causal Abstraction: A Theoretical Foundation for Mechanistic Interpretability

    Published in JMLR (2026)
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    Implicit vs Unfolded Graph Neural Networks

    Published in JMLR (2026)
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    Towards Optimal Branching of Linear and Semidefinite Relaxations for Neural Network Robustness Certification

    Published in JMLR (2026)
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    GraphNeuralNetworks.jl: Deep Learning on Graphs with Julia

    Published in JMLR (2026)
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    Dynamic angular synchronization under smoothness constraints

    Published in JMLR (2026)
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    Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems

    Published in JMLR (2026)
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    Wasserstein F-tests for Frechet regression on Bures-Wasserstein manifolds

    Published in JMLR (2026)
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    Distributed Stochastic Bilevel Optimization: Improved Complexity and Heterogeneity Analysis

    Published in JMLR (2026)
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    Learning causal graphs via nonlinear sufficient dimension reduction

    Published in JMLR (2026)
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    On Consistent Bayesian Inference from Synthetic Data

    Published in JMLR (2026)
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    Optimization Over a Probability Simplex

    Published in JMLR (2026)
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