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    Gold-medalist Performance in Solving Olympiad Geometry with AlphaGeometry2

    Published in JMLR (2026)
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    Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity

    Published in JMLR (2026)
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    Fair Text Classification via Transferable Representations

    Published in JMLR (2026)
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    Stochastic Interior-Point Methods for Smooth Conic Optimization with Applications

    Published in JMLR (2026)
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    Revisiting Gradient Normalization and Clipping for Nonconvex SGD under Heavy-Tailed Noise: Necessity, Sufficiency, and Acceleration

    Published in JMLR (2026)
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    Generalized multi-view model: Adaptive density estimation under low-rank constraints

    Published in JMLR (2026)
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    (De)-regularized Maximum Mean Discrepancy Gradient Flow

    Published in JMLR (2026)
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    On Probabilistic Embeddings in Optimal Dimension Reduction

    Published in JMLR (2026)
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    Physics Informed Kolmogorov-Arnold Neural Networks for Dynamical Analysis via Efficient-KAN and WAV-KAN

    Published in JMLR (2026)
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    Graph-accelerated Markov Chain Monte Carlo using Approximate Samples

    Published in JMLR (2026)
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    Online Quantile Regression

    Published in JMLR (2026)
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    Statistical Inference of Random Graphs With a Surrogate Likelihood Function

    Published in JMLR (2026)
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    On the Representation of Pairwise Causal Background Knowledge and Its Applications in Causal Inference

    Published in JMLR (2026)
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    An Augmentation Overlap Theory of Contrastive Learning

    Published in JMLR (2026)
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    Algorithms for ridge estimation with convergence guarantees

    Published in JMLR (2026)
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    Talent: A Tabular Analytics and Learning Toolbox

    Published in JMLR (2026)
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    Inferring Change Points in High-Dimensional Regression via Approximate Message Passing

    Published in JMLR (2026)
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    Universality of Kernel Random Matrices and Kernel Regression in the Quadratic Regime

    Published in JMLR (2026)
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    Lexicographic Lipschitz Bandits: New Algorithms and a Lower Bound

    Published in JMLR (2026)
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    On the Natural Gradient of the Evidence Lower Bound

    Published in JMLR (2026)
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