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EMaP: Explainable AI with Manifold-based Perturbations
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Autoencoders in Function Space
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Nonparametric Regression on Random Geometric Graphs Sampled from Submanifolds
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Distribution Estimation under the Infinity Norm
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Extending Temperature Scaling with Homogenizing Maps
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Density Estimation Using the Perceptron
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Simplex Constrained Sparse Optimization via Tail Screening
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Score-Based Diffusion Models in Function Space
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Regularized Rényi Divergence Minimization through Bregman Proximal Gradient Algorithms
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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WEFE: A Python Library for Measuring and Mitigating Bias in Word Embeddings
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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On Non-asymptotic Theory of Recurrent Neural Networks in Temporal Point Processes
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Classification in the high dimensional Anisotropic mixture framework: A new take on Robust Interpolation
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Universal Online Convex Optimization Meets Second-order Bounds
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Losing Momentum in Continuous-time Stochastic Optimisation
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Latent Process Models for Functional Network Data
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Fine-grained Analysis and Faster Algorithms for Iteratively Solving Linear Systems
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Deep Generative Models: Complexity, Dimensionality, and Approximation
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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ClimSim-Online: A Large Multi-Scale Dataset and Framework for Hybrid Physics-ML Climate Emulation
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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Conditional Wasserstein Distances with Applications in Bayesian OT Flow Matching
Published in JMLR (2026)Subjects: “…Artificial Intelligence & Machine Learning…”
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