Semi-Supervised Learning

Leveraging unlabeled data to predict out-of-distribution performance ICLR 2022 Leveraging unsupervised and weakly-supervised data to improve direct speech-to-speech translation Interspeech 2022 Lightweight Contextual Logical Structure Recovery COLING 2022 LOT: Layer-wise Orthogonal Training on Improving l2 Certified Robustness NeurIPS 2022 Meta Propagation Networks for Graph Few-shot Semi-supervised Learning AAAI 2022 Minimally-Supervised Joint Learning of Event Volitionality and Subject Animacy Classification AAAI 2022 Mitigating Reporting Bias in Semi-supervised Temporal Commonsense Inference with Probabilistic Soft Logic AAAI 2022 Mixed Differential Privacy in Computer Vision CVPR 2022 Mixed-Dual-Head Meets Box Priors: A Robust Framework for Semi-Supervised Segmentation WACV 2022 MM-TTA: Multi-Modal Test-Time Adaptation for 3D Semantic Segmentation CVPR 2022 Molecular Representation Learning via Heterogeneous Motif Graph Neural Networks ICML 2022 MTGLS: Multi-Task Gaze Estimation With Limited Supervision WACV 2022 Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization ACML 2022 Multi-level Consistency Learning for Semi-supervised Domain Adaptation IJCAI 2022 Multimodal Semi-supervised Learning for Disaster Tweet Classification COLING 2022 Multitask Learning for Low Resource Spoken Language Understanding Interspeech 2022 Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System ACL 2022 MUM: Mix Image Tiles and UnMix Feature Tiles for Semi-Supervised Object Detection CVPR 2022 Near-optimal rate of consistency for linear models with missing values ICML 2022 Neuro-symbolic entropy regularization UAI 2022 Noise-injected Consistency Training and Entropy-constrained Pseudo Labeling for Semi-supervised Extractive Summarization COLING 2022 Noise-Robust Learning from Multiple Unsupervised Sources of Inferred Labels AAAI 2022 Noisy Boundaries: Lemon or Lemonade for Semi-Supervised Instance Segmentation? CVPR 2022 Nonlinear Feature Diffusion on Hypergraphs ICML 2022 Non-parametric Online Learning from Human Feedback for Neural Machine Translation AAAI 2022