Self-Supervised Learning

Revisiting Contrastive Learning through the Lens of Neighborhood Component Analysis: an Integrated Framework ICML 2022 Revisiting the "Video" in Video-Language Understanding CVPR 2022 RGB-Multispectral Matching: Dataset, Learning Methodology, Evaluation CVPR 2022 Rich Feature Construction for the Optimization-Generalization Dilemma ICML 2022 RigidFlow: Self-Supervised Scene Flow Learning on Point Clouds by Local Rigidity Prior CVPR 2022 RIO: Rotation-Equivariance Supervised Learning of Robust Inertial Odometry CVPR 2022 RNSum: A Large-Scale Dataset for Automatic Release Note Generation via Commit Logs Summarization ACL 2022 Robust Equivariant Imaging: A Fully Unsupervised Framework for Learning To Image From Noisy and Partial Measurements CVPR 2022 Robustifying Vision Transformer without Retraining from Scratch by Test-Time Class-Conditional Feature Alignment IJCAI 2022 Robustness Analysis of Video-Language Models Against Visual and Language Perturbations NeurIPS 2022 Robust Self-Augmentation for Named Entity Recognition with Meta Reweighting NAACL 2022 Robust Self-Supervised Audio-Visual Speech Recognition Interspeech 2022 RSA: Reducing Semantic Shift from Aggressive Augmentations for Self-supervised Learning NeurIPS 2022 S2P: State-conditioned Image Synthesis for Data Augmentation in Offline Reinforcement Learning NeurIPS 2022 S4ND: Modeling Images and Videos as Multidimensional Signals with State Spaces NeurIPS 2022 SAIL: Self-Augmented Graph Contrastive Learning AAAI 2022 SAIS: Supervising and Augmenting Intermediate Steps for Document-Level Relation Extraction NAACL 2022 Same Author or Just Same Topic? Towards Content-Independent Style Representations ACL 2022 SAS: Self-Augmentation Strategy for Language Model Pre-training AAAI 2022 SatMAE: Pre-training Transformers for Temporal and Multi-Spectral Satellite Imagery NeurIPS 2022 Scalable and Robust Self-Learning for Skill Routing in Large-Scale Conversational AI Systems NAACL 2022 Scaling ASR Improves Zero and Few Shot Learning Interspeech 2022 Scaling Multimodal Pre-Training via Cross-Modality Gradient Harmonization NeurIPS 2022 Scaling Vision Transformers to Gigapixel Images via Hierarchical Self-Supervised Learning CVPR 2022 SCAMPS: Synthetics for Camera Measurement of Physiological Signals NeurIPS 2022