Contrastive Learning

Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings EMNLP 2022 DialAug: Mixing up Dialogue Contexts in Contrastive Learning for Robust Conversational Modeling COLING 2022 DictBERT: Dictionary Description Knowledge Enhanced Language Model Pre-training via Contrastive Learning IJCAI 2022 Dictionary-Assisted Supervised Contrastive Learning EMNLP 2022 DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings NAACL 2022 Differentiable Data Augmentation for Contrastive Sentence Representation Learning EMNLP 2022 Directional Self-Supervised Learning for Heavy Image Augmentations CVPR 2022 Disentangled Knowledge Transfer for OOD Intent Discovery with Unified Contrastive Learning ACL 2022 Distance-Based Hyperspherical Classification for Multi-Source Open-Set Domain Adaptation WACV 2022 Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive Learning NeurIPS 2022 Does Representational Fairness Imply Empirical Fairness? AACL 2022 Does Self-supervised Learning Really Improve Reinforcement Learning from Pixels? NeurIPS 2022 Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data ACL 2022 Domain Confused Contrastive Learning for Unsupervised Domain Adaptation NAACL 2022 Domain Generalization for Text Classification with Memory-Based Supervised Contrastive Learning COLING 2022 Domain Generalization via Shuffled Style Assembly for Face Anti-Spoofing CVPR 2022 Do More Negative Samples Necessarily Hurt In Contrastive Learning? ICML 2022 Don’t Judge a Language Model by Its Last Layer: Contrastive Learning with Layer-Wise Attention Pooling COLING 2022 DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations ICML 2022 DRIBO: Robust Deep Reinforcement Learning via Multi-View Information Bottleneck ICML 2022 DRK: Discriminative Rule-based Knowledge for Relieving Prediction Confusions in Few-shot Relation Extraction COLING 2022 Dual-AI: Dual-Path Actor Interaction Learning for Group Activity Recognition CVPR 2022 Dual Contrastive Learning for General Face Forgery Detection AAAI 2022 Dual-Head Contrastive Domain Adaptation for Video Action Recognition WACV 2022 Dual Temperature Helps Contrastive Learning Without Many Negative Samples: Towards Understanding and Simplifying MoCo CVPR 2022