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Semi-Supervised Learning

2,986 papers

Papers per year

Papers

Transfer and Marginalize: Explaining Away Label Noise with Privileged Information ICML 2022
$p$-Laplacian Based Graph Neural Networks ICML 2022
Deep Reference Priors: What is the best way to pretrain a model? ICML 2022
Class-Imbalanced Semi-Supervised Learning with Adaptive Thresholding ICML 2022
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets ICML 2022
HyperImpute: Generalized Iterative Imputation with Automatic Model Selection ICML 2022
SoQal: Selective Oracle Questioning for Consistency Based Active Learning of Cardiac Signals ICML 2022
Smoothed Adaptive Weighting for Imbalanced Semi-Supervised Learning: Improve Reliability Against Unknown Distribution Data ICML 2022
Co-training Improves Prompt-based Learning for Large Language Models ICML 2022
PLATINUM: Semi-Supervised Model Agnostic Meta-Learning using Submodular Mutual Information ICML 2022
Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling ICML 2022
Federated Learning with Positive and Unlabeled Data ICML 2022
Unaligned Supervision for Automatic Music Transcription in The Wild ICML 2022
Nonlinear Feature Diffusion on Hypergraphs ICML 2022
Off-Policy Evaluation for Large Action Spaces via Embeddings ICML 2022
GenLabel: Mixup Relabeling using Generative Models ICML 2022
Quantifying and Learning Linear Symmetry-Based Disentanglement ICML 2022
NP-Match: When Neural Processes meet Semi-Supervised Learning ICML 2022
Open-Sampling: Exploring Out-of-Distribution data for Re-balancing Long-tailed datasets ICML 2022
Revisiting Consistency Regularization for Deep Partial Label Learning ICML 2022
Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks ICML 2022
How to Leverage Unlabeled Data in Offline Reinforcement Learning ICML 2022
When and How Mixup Improves Calibration ICML 2022
HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022
TCCNet: Temporally Consistent Context-Free Network for Semi-supervised Video Polyp Segmentation IJCAI 2022