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    Towards an Ontology-Driven Approach to Document Bias

    Published in JAIR (2025)
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    Prioritised Planning: Completeness, Optimality, and Complexity

    Published in JAIR (2025)
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    Towards Understanding Gradient Flow Dynamics of Homogeneous Neural Networks Beyond the Origin

    Published in JMLR (2026)
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    Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity

    Published in JMLR (2026)
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    Towards Unified Native Spaces in Kernel Methods

    Published in JMLR (2026)
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    TorchCP: A Python Library for Conformal Prediction

    Published in JMLR (2026)
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    Hopfield-Fenchel-Young Networks: A Unified Framework for Associative Memory Retrieval

    Published in JMLR (2026)
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    Identifiability of Causal Graphs under Non-Additive Conditionally Parametric Causal Models

    Published in JMLR (2026)
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    Fundamental Limits of Membership Inference Attacks on Machine Learning Models

    Published in JMLR (2026)
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    On the Robustness of Kernel Goodness-of-Fit Tests

    Published in JMLR (2026)
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    Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition

    Published in JMLR (2026)
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    Fast Computation of Superquantile-Constrained Optimization Through Implicit Scenario Reduction

    Published in JMLR (2026)
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    Collaborative likelihood-ratio estimation over graphs

    Published in JMLR (2026)
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    On the Utility of Equal Batch Sizes for Inference in Stochastic Gradient Descent

    Published in JMLR (2026)
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    Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies

    Published in JMLR (2026)
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    Convergence and Sample Complexity of Natural Policy Gradient Primal-Dual Methods for Constrained MDPs

    Published in JMLR (2026)
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    Differentially Private Multivariate Medians

    Published in JMLR (2026)
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    VFOSA: Variance-Reduced Fast Operator Splitting Algorithms for Generalized Equations

    Published in JMLR (2026)
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    Scaling Capability in Token Space: An Analysis of Large Vision Language Model

    Published in JMLR (2026)
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    Minimax Optimal Two-Sample Testing under Local Differential Privacy

    Published in JMLR (2026)
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