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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Contrastive Instruction-Trajectory Learning for Vision-Language Navigation AAAI 2022
On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals AAAI 2022
C2L: Causally Contrastive Learning for Robust Text Classification AAAI 2022
Sim2Real Object-Centric Keypoint Detection and Description AAAI 2022
Unsupervised Sentence Representation via Contrastive Learning with Mixing Negatives AAAI 2022
LaSSL: Label-Guided Self-Training for Semi-supervised Learning AAAI 2022
Combating the instability of mutual information-based losses via regularization UAI 2022
Forget-me-not! Contrastive critics for mitigating posterior collapse UAI 2022
Contrastive latent variable models for neural text generation UAI 2022
Contrast and Generation Make BART a Good Dialogue Emotion Recognizer AAAI 2022
Efficient Cluster-Based k-Nearest-Neighbor Machine Translation ACL 2022
Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification ACL 2022
Disentangled Knowledge Transfer for OOD Intent Discovery with Unified Contrastive Learning ACL 2022
Contrastive Learning-Enhanced Nearest Neighbor Mechanism for Multi-Label Text Classification ACL 2022
Mitigating the Inconsistency Between Word Saliency and Model Confidence with Pathological Contrastive Training ACL 2022
Enhanced Representation with Contrastive Loss for Long-Tail Query Classification in e-commerce ACL 2022
Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning ACL 2022
Reducing Reliance on Spurious Features in Medical Image Classification with Spatial Specificity MLHC 2022
Contrastive Learning of Medical Visual Representations from Paired Images and Text MLHC 2022
Hyperspherical Consistency Regularization CVPR 2022
Multi-Marginal Contrastive Learning for Multi-Label Subcellular Protein Localization CVPR 2022
Domain-Aware Contrastive Knowledge Transfer for Multi-domain Imbalanced Data ACL 2022
Automatic Biomedical Term Clustering by Learning Fine-grained Term Representations ACL 2022
MERIt: Meta-Path Guided Contrastive Learning for Logical Reasoning ACL 2022
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text ACL 2022