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   Articles with "learning noisy" as a keyword



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Stagewise learning for noisy k-ary preferences

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recommendations! Published in 2018 at "Machine Learning"

DOI: 10.1007/s10994-018-5716-2

Abstract: The aggregation of k-ary preferences is a novel ranking problem that plays an important role in several aspects of daily life, such as ordinal peer grading, online image-rating, meta-search and online product recommendation. Meanwhile, crowdsourcing… read more here.

Keywords: aggregation; learning noisy; ary preferences; stagewise learning ... See more keywords

Constructing stability: optimal learning in noisy ecological niches

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recommendations! Published in 2024 at "Proceedings of the Royal Society B: Biological Sciences"

DOI: 10.1098/rspb.2024.1606

Abstract: Organisms can learn in response to environmental inputs as well as actively modify their environments through niche construction on slower evolutionary time scales. How quickly should an organism respond to a changing environment, and when… read more here.

Keywords: stability optimal; noisy ecological; niche construction; constructing stability ... See more keywords

Learning From Noisy Labels for MIMO Detection With One-Bit ADCs

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recommendations! Published in 2023 at "IEEE Wireless Communications Letters"

DOI: 10.1109/lwc.2022.3230403

Abstract: This letter presents a data detection method for multiple-input multiple-output systems with one-bit analog-to-digital converters. The basic idea is to learn the likelihood function of the system from training samples. To this end, a training… read more here.

Keywords: noisy labels; one bit; data detection; learning noisy ... See more keywords

RoMo: Robust Unsupervised Multimodal Learning With Noisy Pseudo Labels

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recommendations! Published in 2024 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2024.3426482

Abstract: The rise of the metaverse and the increasing volume of heterogeneous 2D and 3D data have created a growing demand for cross-modal retrieval, enabling users to query semantically relevant data across different modalities. Existing methods… read more here.

Keywords: noisy pseudo; cross modal; pseudo; learning noisy ... See more keywords

Robust Learning From Noisy Web Images Via Data Purification for Fine-Grained Recognition

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recommendations! Published in 2022 at "IEEE Transactions on Multimedia"

DOI: 10.1109/tmm.2021.3134156

Abstract: Manually labeling fine-grained datasetsis laborious and typically requires domain-specific expert knowledge. Conversely, a vast amount of web data is relatively easy to obtain with nearly no human effort. Therefore, learning from noisy web data for… read more here.

Keywords: web images; noisy web; learning noisy; web ... See more keywords

CRAS: Curriculum Regularization and Adaptive Semi-Supervised Learning with Noisy Labels

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recommendations! Published in 2024 at "Applied Sciences"

DOI: 10.3390/app14031208

Abstract: This paper addresses the performance degradation of deep neural networks caused by learning with noisy labels. Recent research on this topic has exploited the memorization effect: networks fit data with clean labels during the early… read more here.

Keywords: curriculum regularization; supervised learning; semi supervised; learning noisy ... See more keywords