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"What is Different Between These Datasets?" A Framework for Explaining Data Distribution Shifts
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Assumption-lean and data-adaptive post-prediction inference
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Bagged Regularized k-Distances for Anomaly Detection
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Four Axiomatic Characterizations of the Integrated Gradients Attribution Method
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Fast Algorithm for Constrained Linear Inverse Problems
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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High-Rank Irreducible Cartesian Tensor Decomposition and Bases of Equivariant Spaces
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Best Linear Unbiased Estimate from Privatized Contingency Tables
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Interpretable Global Minima of Deep ReLU Neural Networks on Sequentially Separable Data
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Enhanced Feature Learning via Regularisation: Integrating Neural Networks and Kernel Methods
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Data-Driven Performance Guarantees for Classical and Learned Optimizers
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Contextual Bandits with Stage-wise Constraints
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Boosting Causal Additive Models
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Frequentist Guarantees of Distributed (Non)-Bayesian Inference
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Asymptotic Inference for Multi-Stage Stationary Treatment Policy with Variable Selection
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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EMaP: Explainable AI with Manifold-based Perturbations
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Autoencoders in Function Space
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Nonparametric Regression on Random Geometric Graphs Sampled from Submanifolds
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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System Neural Diversity: Measuring Behavioral Heterogeneity in Multi-Agent Learning
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Distribution Estimation under the Infinity Norm
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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Extending Temperature Scaling with Homogenizing Maps
Published in Journal of Machine Learning Research (2026)Subjects: “…Computer Science & Information Science…”
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