Semi-Supervised Learning

Unlabeled Data Help in Graph-Based Semi-Supervised Learning: A Bayesian Nonparametrics Perspective JMLR 2022 USB: A Unified Semi-supervised Learning Benchmark for Classification NeurIPS 2022 Using cross-model learnings for the Gram Vaani ASR Challenge 2022 Interspeech 2022 Using Data Augmentation and Consistency Regularization to Improve Semi-supervised Speech Recognition Interspeech 2022 Video Shadow Detection via Spatio-Temporal Interpolation Consistency Training CVPR 2022 WALNUT: A Benchmark on Semi-weakly Supervised Learning for Natural Language Understanding NAACL 2022 WARM: A Weakly (+Semi) Supervised Math Word Problem Solver COLING 2022 Warping Layer: Representation Learning for Label Structures in Weakly Supervised Learning AISTATS 2022 Wav2vec-S: Semi-Supervised Pre-Training for Low-Resource ASR Interspeech 2022 Weakly and Semi-Supervised Learning for Arabic Text Classification using Monodialectal Language Models EMNLP 2022 Weighted Distillation with Unlabeled Examples NeurIPS 2022 When and How Mixup Improves Calibration ICML 2022 Where’s the Learning in Representation Learning for Compositional Semantics and the Case of Thematic Fit EMNLP 2022 Why Propagate Alone? Parallel Use of Labels and Features on Graphs ICLR 2022 Yet@SMM4H’22: Improved BERT-based classification models with Rdrop and PolyLoss COLING 2022 yiriyou@SMM4H’22: Stance and Premise Classification in Domain Specific Tweets with Dual-View Attention Neural Networks COLING 2022 zydhjh4593@SMM4H’22: A Generic Pre-trained BERT-based Framework for Social Media Health Text Classification COLING 2022 3D AffordanceNet: A Benchmark for Visual Object Affordance Understanding CVPR 2021 3DIoUMatch: Leveraging IoU Prediction for Semi-Supervised 3D Object Detection CVPR 2021 A Bag of Tricks for Dialogue Summarization EMNLP 2021 ABC: Auxiliary Balanced Classifier for Class-imbalanced Semi-supervised Learning NeurIPS 2021 A Comparison of Supervised and Unsupervised Pre-Training of End-to-End Models Interspeech 2021 Adapting Unsupervised Syntactic Parsing Methodology for Discourse Dependency Parsing ACL 2021 Adaptive Consistency Regularization for Semi-Supervised Transfer Learning CVPR 2021 A Deliberation-Based Joint Acoustic and Text Decoder Interspeech 2021