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  1. solo-learn: A Library of Self-supervised Methods for Visual Representation Learning

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  2. Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy

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  3. SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization

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  4. DoubleML - An Object-Oriented Implementation of Double Machine Learning in Python

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  5. LinCDE: Conditional Density Estimation via Lindsey's Method

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  6. Toolbox for Multimodal Learn (scikit-multimodallearn)

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  7. Analytically Tractable Hidden-States Inference in Bayesian Neural Networks

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  8. Innovations Autoencoder and its Application in One-class Anomalous Sequence Detection

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  9. Overparameterization of Deep ResNet: Zero Loss and Mean-field Analysis

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  10. Cascaded Diffusion Models for High Fidelity Image Generation

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  11. Beyond Sub-Gaussian Noises: Sharp Concentration Analysis for Stochastic Gradient Descent

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  12. Optimal Transport for Stationary Markov Chains via Policy Iteration

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  13. PAC Guarantees and Effective Algorithms for Detecting Novel Categories

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  14. Sampling Permutations for Shapley Value Estimation

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  15. Approximation and Optimization Theory for Linear Continuous-Time Recurrent Neural Networks

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  16. The correlation-assisted missing data estimator

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  17. Structure-adaptive Manifold Estimation

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  18. (f,Gamma)-Divergences: Interpolating between f-Divergences and Integral Probability Metrics

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  19. Score Matched Neural Exponential Families for Likelihood-Free Inference

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  20. Projected Statistical Methods for Distributional Data on the Real Line with the Wasserstein Metric

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