Contrastive Learning

Simple Unsupervised Graph Representation Learning AAAI 2022 Small Changes Make Big Differences: Improving Multi-turn Response Selection in Dialogue Systems via Fine-Grained Contrastive Learning Interspeech 2022 Smooth-Swap: A Simple Enhancement for Face-Swapping With Smoothness CVPR 2022 Soft-Labeled Contrastive Pre-Training for Function-Level Code Representation EMNLP 2022 Speech Sequence Embeddings using Nearest Neighbors Contrastive Learning Interspeech 2022 Structural Contrastive Representation Learning for Zero-shot Multi-label Text Classification EMNLP 2022 Supervised Prototypical Contrastive Learning for Emotion Recognition in Conversation EMNLP 2022 Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm ICLR 2022 Syntax-guided Contrastive Learning for Pre-trained Language Model ACL 2022 Targeted Supervised Contrastive Learning for Long-Tailed Recognition CVPR 2022 Textual Enhanced Contrastive Learning for Solving Math Word Problems EMNLP 2022 The Close Relationship Between Contrastive Learning and Meta-Learning ICLR 2022 The Past Mistake is the Future Wisdom: Error-driven Contrastive Probability Optimization for Chinese Spell Checking ACL 2022 Tokenwise Contrastive Pretraining for Finer Speech-to-BERT Alignment in End-to-End Speech-to-Intent Systems Interspeech 2022 Towards Discriminative Representation: Multi-View Trajectory Contrastive Learning for Online Multi-Object Tracking CVPR 2022 Towards Robust Visual Question Answering: Making the Most of Biased Samples via Contrastive Learning EMNLP 2022 Towards Semi-Supervised Deep Facial Expression Recognition With an Adaptive Confidence Margin CVPR 2022 Towards Versatile Pedestrian Detector with Multisensory-Matching and Multispectral Recalling Memory AAAI 2022 TS2Vec: Towards Universal Representation of Time Series AAAI 2022 Type-enriched Hierarchical Contrastive Strategy for Fine-Grained Entity Typing COLING 2022 UBoCo: Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection CVPR 2022 UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining ACL 2022 Uncovering the Structural Fairness in Graph Contrastive Learning NeurIPS 2022 Unified Contrastive Learning in Image-Text-Label Space CVPR 2022 UniMSE: Towards Unified Multimodal Sentiment Analysis and Emotion Recognition EMNLP 2022