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Contrastive Learning

1193 directly classified papers

Papers per year

Papers

Does GCL Need a Large Number of Negative Samples? Enhancing Graph Contrastive Learning with Effective and Efficient Negative Sampling AAAI 2025
TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis ACL 2025
CURE: Controlled Unlearning for Robust Embeddings — Mitigating Conceptual Shortcuts in Pre-Trained Language Models EMNLP 2025
WeaveSeg: Iterative Contrast-weaving and Spectral Feature-refining for Nuclei Instance Segmentation ICCV 2025
HEAL: Hierarchical Embedding Alignment Loss for Improved Retrieval and Representation Learning NAACL 2025
Graph-guided Cross-composition Feature Disentanglement for Compositional Zero-shot Learning ACL 2025
Unsupervised Sentence Representation Learning with Syntactically Aligned Negative Samples NAACL 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers ACL 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025
Enhancing Persona Consistency for LLMs’ Role-Playing using Persona-Aware Contrastive Learning ACL 2025
Multi-Task Curriculum Graph Contrastive Learning with Clustering Entropy Guidance IJCAI 2025
Challenging Assumptions in Learning Generic Text Style Embeddings NAACL 2025
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models ACL 2025
SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025
DeCo: Defect-Aware Modeling with Contrasting Matching for Optimizing Task Assignment in Online IC Testing IJCAI 2025
Asset Pricing with Contrastive Adversarial Variational Bayes IJCAI 2025
SEAL: Structure and Element Aware Learning Improves Long Structured Document Retrieval EMNLP 2025
IRSum: One Model to Rule Summarization and Retrieval ACL 2025
PartField: Learning 3D Feature Fields for Part Segmentation and Beyond ICCV 2025
Zero-Shot Class Unlearning in CLIP with Synthetic Samples WACV 2025
Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation WACV 2025
Learning the Power of "No": Foundation Models with Negations WACV 2025
Contrastive Sequential-Diffusion Learning: Non-Linear and Multi-Scene Instructional Video Synthesis WACV 2025
Background-Aware Moment Detection for Video Moment Retrieval WACV 2025
PersonaBooth: Personalized Text-to-Motion Generation CVPR 2025