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Self-Supervised Learning

8,405 papers

Papers per year

12
19
682
1215
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Papers

WA-Transformer: Window Attention-based Transformer with Two-stage Strategy for Multi-task Audio Source Separation INTERSPEECH 2022
Text-Driven Separation of Arbitrary Sounds INTERSPEECH 2022
An Empirical Analysis on the Vulnerabilities of End-to-End Speech Segregation Models INTERSPEECH 2022
Fusion of Self-supervised Learned Models for MOS Prediction INTERSPEECH 2022
MTI-Net: A Multi-Target Speech Intelligibility Prediction Model INTERSPEECH 2022
Self-supervised Context-aware Style Representation for Expressive Speech Synthesis INTERSPEECH 2022
solo-learn: A Library of Self-supervised Methods for Visual Representation Learning JMLR 2022
Mutual Information Constraints for Monte-Carlo Objectives to Prevent Posterior Collapse Especially in Language Modelling JMLR 2022
Training and Evaluation of Deep Policies Using Reinforcement Learning and Generative Models JMLR 2022
Learning Operators with Coupled Attention JMLR 2022
Representation Learning for Maximization of MI, Nonlinear ICA and Nonlinear Subspaces with Robust Density Ratio Estimation JMLR 2022
A Closer Look at Embedding Propagation for Manifold Smoothing JMLR 2022
On Mixup Regularization JMLR 2022
Neighborhood Mixup Experience Replay: Local Convex Interpolation for Improved Sample Efficiency in Continuous Control Tasks L4DC 2022
VORTEX: Physics-Driven Data Augmentations Using Consistency Training for Robust Accelerated MRI Reconstruction MIDL 2022
Comparing representations of biological data learned with different AI paradigms, augmenting and cropping strategies MIDL 2022
Self-supervised learning for analysis of temporal and morphological drug effects in cancer cell imaging data MIDL 2022
Weakly-supervised learning for image-based classification of primary melanomas into genomic immune subgroups MIDL 2022
CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging MIDL 2022
Breathing Freely: Self-supervised Liver T1rho Mapping from A Single T1rho-weighted Image MIDL 2022
Self-Supervised Transformers for fMRI representation MIDL 2022
Self-Supervised Representation Learning for High-Content Screening MIDL 2022
Anomaly-Aware 3D Segmentation of Knee Magnetic Resonance Images MIDL 2022
Interpretable Prediction of Lung Squamous Cell Carcinoma Recurrence With Self-supervised Learning MIDL 2022
Contrastive Learning of Medical Visual Representations from Paired Images and Text MLHC 2022