Self-Supervised Learning

Omni-DETR: Omni-Supervised Object Detection With Transformers CVPR 2022 Omni-Granular Ego-Semantic Propagation for Self-Supervised Graph Representation Learning ICML 2022 OmniVL: One Foundation Model for Image-Language and Video-Language Tasks NeurIPS 2022 On Combining Global and Localized Self-Supervised Models of Speech Interspeech 2022 One-Shot Transfer of Affordance Regions? AffCorrs! CoRL 2022 On joint training with interfaces for spoken language understanding Interspeech 2022 Online Continual Adaptation with Active Self-Training AISTATS 2022 Online Continual Learning through Mutual Information Maximization ICML 2022 Online-Updated High-Order Collaborative Networks for Single Image Deraining AAAI 2022 On Mixup Regularization JMLR 2022 On monoaural speech enhancement for automatic recognition of real noisy speech using mixture invariant training Interspeech 2022 On PAC Learning Halfspaces in Non-interactive Local Privacy Model with Public Unlabeled Data ACML 2022 On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting NeurIPS 2022 On the Difficulty of Defending Self-Supervised Learning against Model Extraction ICML 2022 On the Effect of Pre-training for Transformer in Different Modality on Offline Reinforcement Learning NeurIPS 2022 On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals AAAI 2022 On the expressivity of bi-Lipschitz normalizing flows ACML 2022 On the Importance of Asymmetry for Siamese Representation Learning CVPR 2022 On the Robustness of Reading Comprehension Models to Entity Renaming NAACL 2022 On the Role of Discount Factor in Offline Reinforcement Learning ICML 2022 On the Use of External Data for Spoken Named Entity Recognition NAACL 2022 Open-Domain Sign Language Translation Learned from Online Video EMNLP 2022 Open-domain Video Commentary Generation EMNLP 2022 Open-Vocabulary Instance Segmentation via Robust Cross-Modal Pseudo-Labeling CVPR 2022 Optimal Positive Generation via Latent Transformation for Contrastive Learning NeurIPS 2022