Contrastive Learning

Understanding and Improving Robustness of Vision Transformers through Patch-based Negative Augmentation NeurIPS 2022 Understanding Contrastive Learning Requires Incorporating Inductive Biases ICML 2022 Understanding Deep Contrastive Learning via Coordinate-wise Optimization NeurIPS 2022 Understanding Dimensional Collapse in Contrastive Self-supervised Learning ICLR 2022 UniCLIP: Unified Framework for Contrastive Language-Image Pre-training NeurIPS 2022 UniCon: Combating Label Noise Through Uniform Selection and Contrastive Learning CVPR 2022 Unified Contrastive Learning in Image-Text-Label Space CVPR 2022 UniXcoder: Unified Cross-Modal Pre-training for Code Representation ACL 2022 Un-mix: Rethinking Image Mixtures for Unsupervised Visual Representation Learning AAAI 2022 Unpaired Deep Image Deraining Using Dual Contrastive Learning CVPR 2022 Unsupervised Context Aware Sentence Representation Pretraining for Multi-lingual Dense Retrieval IJCAI 2022 Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval ACL 2022 Unsupervised Data Selection via Discrete Speech Representation for ASR Interspeech 2022 Unsupervised Deraining: Where Contrastive Learning Meets Self-Similarity CVPR 2022 Unsupervised Reinforcement Learning with Contrastive Intrinsic Control NeurIPS 2022 Unsupervised Representation for Semantic Segmentation by Implicit Cycle-Attention Contrastive Learning AAAI 2022 Unsupervised Robust Domain Adaptation Without Source Data WACV 2022 Unsupervised Semantic Segmentation by Distilling Feature Correspondences ICLR 2022 Unsupervised Sentence Representation via Contrastive Learning with Mixing Negatives AAAI 2022 Unsupervised Vision-Language Grammar Induction with Shared Structure Modeling ICLR 2022 Unsupervised Voice-Face Representation Learning by Cross-Modal Prototype Contrast IJCAI 2022 Use All the Labels: A Hierarchical Multi-Label Contrastive Learning Framework CVPR 2022 UTC: A Unified Transformer With Inter-Task Contrastive Learning for Visual Dialog CVPR 2022 Utilizing Expert Features for Contrastive Learning of Time-Series Representations ICML 2022 Versatile Multi-Modal Pre-Training for Human-Centric Perception CVPR 2022