Journal of Machine Learning Research
Jmlr. Journal of Machine Learning Research.
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Journal of Machine Learning Research
Journal of Machine Learning Research The Journal of Machine Learning Research (JMLR), established in 2000, provides an international forum for the electronic and paper publication of high-quality s...
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Optimal Rates for Multi-pass Stochastic Gradient Methods
Junhong Lin, Lorenzo Rosasco; 18(97):1−47, 2017. Abstract We analyze the learning properties of the stochastic gradient method when multiple passes over the data and mini-batches are allowed. We stu...
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Simultaneous Private Learning of Multiple Concepts
Simultaneous Private Learning of Multiple Concepts Mark Bun, Kobbi Nissim, Uri Stemmer; 20(94):1−34, 2019. Abstract We investigate the direct-sum problem in the context of differentially private PA...
Jmlr.org news digest
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2 years
Inherent Tradeoffs in Learning Fair Representations
Real-world applications of machine learning tools in high-stakes domains are often regulated to be fair, in the sense that the predicted target should satisfy some quantitative notion of parity with respect to a protected attribute. However, the exact...
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2 years
solo-learn: A Library of Self-supervised Methods for Visual Representation Learn...
This paper presents solo-learn, a library of self-supervised methods for visual representation learning. Implemented in Python, using Pytorch and Pytorch lightning, the library fits both research and industry needs by featuring distributed training pipelines...
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2 years
Bayesian Pseudo Posterior Mechanism under Asymptotic Differential Privacy
We propose a Bayesian pseudo posterior mechanism to generate record-level synthetic databases equipped with an $(\epsilon,\pi)-$ probabilistic differential privacy (pDP) guarantee, where $\pi$ denotes the probability that any observed database exceeds...
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2 years
SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization
Algorithm parameters, in particular hyperparameters of machine learning algorithms, can substantially impact their performance. To support users in determining well-performing hyperparameter configurations for their algorithms, datasets and applications...
Domain history
Web host: | Amazon.com, Inc. |
Registrar: | Public Interest Registry |
Registrant: | SCOTT, STEPHEN |
Updated: | March 22, 2023 |
Expires: | May 15, 2028 |
Created: | May 16, 2000 |
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