Contrastive Learning

Label Supervised Contrastive Learning for Imbalanced Text Classification in Euclidean and Hyperbolic Embedding Spaces EACL 2024 Lambda: Learning Matchable Prior For Entity Alignment with Unlabeled Dangling Cases NeurIPS 2024 Language-guided Image Reflection Separation CVPR 2024 Language Models as Semantic Indexers ICML 2024 LA-UCL: LLM-Augmented Unsupervised Contrastive Learning Framework for Few-Shot Text Classification COLING 2024 Learning Distinguishable Trajectory Representation with Contrastive Loss NeurIPS 2024 Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration AAAI 2024 Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing AAAI 2024 Learning Vision from Models Rivals Learning Vision from Data CVPR 2024 Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation CVPR 2024 Leveraging Contrastive Learning for Enhanced Node Representations in Tokenized Graph Transformers NeurIPS 2024 Leveraging Cross-Modal Neighbor Representation for Improved CLIP Classification CVPR 2024 Leveraging Graph Structures to Detect Hallucinations in Large Language Models ACL 2024 Long-tailed Object Detection Pretraining: Dynamic Rebalancing Contrastive Learning with Dual Reconstruction NeurIPS 2024 Looking Similar Sounding Different: Leveraging Counterfactual Cross-Modal Pairs for Audiovisual Representation Learning CVPR 2024 LoTLIP: Improving Language-Image Pre-training for Long Text Understanding NeurIPS 2024 Low-Rank Similarity Mining for Multimodal Dataset Distillation ICML 2024 LP++: A Surprisingly Strong Linear Probe for Few-Shot CLIP CVPR 2024 M2D-CLAP: Masked Modeling Duo Meets CLAP for Learning General-purpose Audio-Language Representation Interspeech 2024 MAFA: Managing False Negatives for Vision-Language Pre-training CVPR 2024 MaskCLR: Attention-Guided Contrastive Learning for Robust Action Representation Learning CVPR 2024 Masked Collaborative Contrast for Weakly Supervised Semantic Segmentation WACV 2024 Masking Improves Contrastive Self-Supervised Learning for ConvNets, and Saliency Tells You Where WACV 2024 MCL-NER: Cross-Lingual Named Entity Recognition via Multi-View Contrastive Learning AAAI 2024 mGTE: Generalized Long-Context Text Representation and Reranking Models for Multilingual Text Retrieval EMNLP 2024