← Learning Types
Deep Learning › Learning Types ›

Contrastive Learning

1193 directly classified papers

Papers per year

Papers

Bridging the Gap for Test-Time Multimodal Sentiment Analysis AAAI 2025
Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment AAAI 2025
GeCC: Generalized Contrastive Clustering with Domain Shifts Modeling AAAI 2025
Fine-Grained Graph Representation Learning for Heterogeneous Mobile Networks with Attentive Fusion and Contrastive Learning AAAI 2025
Does GCL Need a Large Number of Negative Samples? Enhancing Graph Contrastive Learning with Effective and Efficient Negative Sampling AAAI 2025
DiCA: Disambiguated Contrastive Alignment for Cross-Modal Retrieval with Partial Labels AAAI 2025
Multi-view Granular-ball Contrastive Clustering AAAI 2025
Negative Matters: Multi-Granularity Hard-Negative Synthesis and Anchor-Token-Aware Pooling for Enhanced Text Embeddings ACL 2025
Contrastive Multi-view Subspace Clustering via Tensor Transformers Autoencoder AAAI 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images ACL 2025
DRAMA: Diverse Augmentation from Large Language Models to Smaller Dense Retrievers ACL 2025
TCSinger 2: Customizable Multilingual Zero-shot Singing Voice Synthesis ACL 2025
GeAR: Generation Augmented Retrieval ACL 2025
Two Outliers at BEA 2025 Shared Task: Tutor Identity Classification using DiReC, a Two-Stage Disentangled Contrastive Representation ACL 2025
Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models ACL 2025
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations EMNLP 2025
Enhancing Contrastive Learning Inspired by the Philosophy of “The Blind Men and the Elephant” AAAI 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
SEAL: Structure and Element Aware Learning Improves Long Structured Document Retrieval EMNLP 2025
HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning EMNLP 2025
Instruction-Tuned English to Bhojpuri Neural Machine Translation Using Contrastive Preference Optimization EMNLP 2025
MESC-3D:Mining Effective Semantic Cues for 3D Reconstruction from a Single Image CVPR 2025
CURE: Controlled Unlearning for Robust Embeddings — Mitigating Conceptual Shortcuts in Pre-Trained Language Models EMNLP 2025
CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment CVPR 2025
DPCL-Diff：Temporal Knowledge Graph Reasoning Based on Graph Node Diffusion Model with Dual-Domain Periodic Contrastive Learning AAAI 2025