Contrastive Learning

An Augmentation-Aware Theory for Self-Supervised Contrastive Learning ICML 2025 An Unsupervised Approach for Artifact Severity Scoring in Multi-Contrast MR Images MIDL 2025 ARNet: Self-Supervised FG-SBIR with Unified Sample Feature Alignment and Multi-Scale Token Recycling AAAI 2025 A Simple yet Effective Hypergraph Clustering Network IJCAI 2025 Asset Pricing with Contrastive Adversarial Variational Bayes IJCAI 2025 A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets CVPR 2025 A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning AISTATS 2025 AutoSSVH: Exploring Automated Frame Sampling for Efficient Self-Supervised Video Hashing CVPR 2025 Background-Aware Moment Detection for Video Moment Retrieval WACV 2025 Beyond Citations: Integrating Finding-Based Relations for Improved Biomedical Article Representations ACL 2025 Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing AAAI 2025 Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models ACL 2025 Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation ICML 2025 Beyond Single Emotion: Multi-label Approach to Conversational Emotion Recognition AAAI 2025 BiMAC: Bidirectional Multimodal Alignment in Contrastive Learning AAAI 2025 Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning AAAI 2025 Borrowing From the Future: Enhancing Early Risk Assessment through Contrastive Learning MLHC 2025 BR-ASR: Efficient and Scalable Bias Retrieval Framework for Contextual Biasing ASR in Speech LLM Interspeech 2025 Bridging the Gap for Test-Time Multimodal Sentiment Analysis AAAI 2025 Can Text-to-Video Generation help Video-Language Alignment? CVPR 2025 CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning EMNLP 2025 Causal Denoising Prototypical Network for Few-Shot Multi-label Aspect Category Detection ACL 2025 Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025 CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment CVPR 2025 Challenging Assumptions in Learning Generic Text Style Embeddings NAACL 2025