Semi-Supervised Learning

GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-supervised Learning and Explicit Policy Injection AAAI 2022 GenCo: Generative Co-training for Generative Adversarial Networks with Limited Data AAAI 2022 Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling ICML 2022 Generalized Category Discovery CVPR 2022 Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework EMNLP 2022 Generating unlabelled data for a tri-training approach in a low resourced NER task NAACL 2022 GenLabel: Mixup Relabeling using Generative Models ICML 2022 GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization NeurIPS 2022 GrainSpace: A Large-Scale Dataset for Fine-Grained and Domain-Adaptive Recognition of Cereal Grains CVPR 2022 GRAND++: Graph Neural Diffusion with A Source Term ICLR 2022 GraphAdaMix: Enhancing Node Representations with Graph Adaptive Mixtures AISTATS 2022 Graph-based Multi-View Fusion and Local Adaptation: Mitigating Within-Household Confusability for Speaker Identification Interspeech 2022 GuidedMix-Net: Semi-supervised Semantic Segmentation by Using Labeled Images as Reference AAAI 2022 Hamilton-Jacobi equations on graphs with applications to semi-supervised learning and data depth JMLR 2022 Hierarchical Diffusion Scattering Graph Neural Network IJCAI 2022 HierMatch: Leveraging Label Hierarchies for Improving Semi-Supervised Learning WACV 2022 Homography Decomposition Networks for Planar Object Tracking AAAI 2022 How Do You Do It? Fine-Grained Action Understanding With Pseudo-Adverbs CVPR 2022 How fair is your graph? Exploring fairness concerns in neuroimaging studies MLHC 2022 How to deal with missing data in supervised deep learning? ICLR 2022 How to Leverage Unlabeled Data in Offline Reinforcement Learning ICML 2022 How unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis ICLR 2022 HUM3DIL: Semi-supervised Multi-modal 3D HumanPose Estimation for Autonomous Driving CoRL 2022 Hybrid Learning System for Large-scale Medical Image Analysis IJCAI 2022 HyperImpute: Generalized Iterative Imputation with Automatic Model Selection ICML 2022