Semi-Supervised Learning

Efficient, Uncertainty-based Moderation of Neural Networks Text Classifiers ACL 2022 End-to-End Open-Set Semi-Supervised Node Classification with Out-of-Distribution Detection IJCAI 2022 End-to-End Semi-Supervised Learning for Video Action Detection CVPR 2022 Enhancing Few-Shot Image Classification With Unlabelled Examples WACV 2022 Enhancing Pseudo Label Quality for Semi-supervised Domain-Generalized Medical Image Segmentation AAAI 2022 Enhancing Structure-aware Encoder with Extremely Limited Data for Graph-based Dependency Parsing COLING 2022 Ensemble Semi-supervised Entity Alignment via Cycle-Teaching AAAI 2022 Entity Extraction in Low Resource Domains with Selective Pre-training of Large Language Models EMNLP 2022 Estimating Soft Labels for Out-of-Domain Intent Detection EMNLP 2022 Explaining Models of Mental Health via Clinically Grounded Auxiliary Tasks NAACL 2022 Exploiting Labeled and Unlabeled Data via Transformer Fine-tuning for Peer-Review Score Prediction EMNLP 2022 Exploiting Mixed Unlabeled Data for Detecting Samples of Seen and Unseen Out-of-Distribution Classes AAAI 2022 Exploiting Unlabeled Data for Target-Oriented Opinion Words Extraction COLING 2022 Exploring Semi-supervised Learning for Audio-based COVID-19 Detection using FixMatch Interspeech 2022 Extending the WILDS Benchmark for Unsupervised Adaptation ICLR 2022 External Text Based Data Augmentation for Low-Resource Speech Recognition in the Constrained Condition of OpenASR21 Challenge Interspeech 2022 Federated Learning with Positive and Unlabeled Data ICML 2022 FedNST: Federated Noisy Student Training for Automatic Speech Recognition Interspeech 2022 FERV39k: A Large-Scale Multi-Scene Dataset for Facial Expression Recognition in Videos CVPR 2022 Few-Shot Learning with Semi-Supervised Transformers for Electronic Health Records MLHC 2022 Field Extraction from Forms with Unlabeled Data ACL 2022 Firebolt: Weak Supervision Under Weaker Assumptions AISTATS 2022 FisherMatch: Semi-Supervised Rotation Regression via Entropy-Based Filtering CVPR 2022 Flexible-Window Predictions on Electronic Health Records AAAI 2022 Fusion of Self-supervised Learned Models for MOS Prediction Interspeech 2022