Contrastive Learning

OmniVL: One Foundation Model for Image-Language and Video-Language Tasks NeurIPS 2022 On Distribution Shift in Learning-based Bug Detectors ICML 2022 One Model to Edit Them All: Free-Form Text-Driven Image Manipulation with Semantic Modulations NeurIPS 2022 On Learning Contrastive Representations for Learning With Noisy Labels CVPR 2022 Open-Topic False Information Detection on Social Networks with Contrastive Adversarial Learning EMNLP 2022 Optimal Positive Generation via Latent Transformation for Contrastive Learning NeurIPS 2022 PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings EMNLP 2022 PCL: Proxy-Based Contrastive Learning for Domain Generalization CVPR 2022 Pneg: Prompt-based Negative Response Generation for Dialogue Response Selection Task EMNLP 2022 PointCLIP: Point Cloud Understanding by CLIP CVPR 2022 Point Cloud Pre-Training With Natural 3D Structures CVPR 2022 Probabilistic Representations for Video Contrastive Learning CVPR 2022 PromptBERT: Improving BERT Sentence Embeddings with Prompts EMNLP 2022 PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining NeurIPS 2022 QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive Adaptation EMNLP 2022 Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP NeurIPS 2022 RankGen: Improving Text Generation with Large Ranking Models EMNLP 2022 Ranking Info Noise Contrastive Estimation: Boosting Contrastive Learning via Ranked Positives AAAI 2022 Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic Segmentation CVPR 2022 RegionCLIP: Region-Based Language-Image Pretraining CVPR 2022 RelCLIP: Adapting Language-Image Pretraining for Visual Relationship Detection via Relational Contrastive Learning EMNLP 2022 Reliability Exploration with Self-Ensemble Learning for Domain Adaptive Person Re-identification AAAI 2022 Rethinking and Scaling Up Graph Contrastive Learning: An Extremely Efficient Approach with Group Discrimination NeurIPS 2022 Rethinking InfoNCE: How Many Negative Samples Do You Need? IJCAI 2022 Rethinking Minimal Sufficient Representation in Contrastive Learning CVPR 2022