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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

SemCSE: Semantic Contrastive Sentence Embeddings Using LLM-Generated Summaries For Scientific Abstracts EMNLP 2025
iKnow-audio: Integrating Knowledge Graphs with Audio-Language Models EMNLP 2025
Contrastive Learning Using Graph Embeddings for Domain Adaptation of Language Models in the Process Industry EMNLP 2025
Generalized Embedding Models for Industry 4.0 Applications EMNLP 2025
LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025
Train Once for All: A Transitional Approach for Efficient Aspect Sentiment Triplet Extraction EMNLP 2025
Multi-Omics Analysis for Cancer Subtype Inference via Unrolling Graph Smoothness Priors IJCAI 2025
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis ACL 2025
Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding ACL 2025
Enhancing Multimodal Unified Representations for Cross Modal Generalization ACL 2025
HICD: Hallucination-Inducing via Attention Dispersion for Contrastive Decoding to Mitigate Hallucinations in Large Language Models ACL 2025
CLeVeR: Multi-modal Contrastive Learning for Vulnerability Code Representation ACL 2025
Scalable Trajectory-User Linking with Dual-Stream Representation Networks AAAI 2025
Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025
Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison ACL 2025
LLM-Empowered Class Imbalanced Graph Prompt Learning for Online Drug Trafficking Detection ACL 2025
Task-Specific Information Decomposition for End-to-End Dense Video Captioning ACL 2025
SEP-MLDC: A Simple and Effective Paradigm for Multi-Label Document Classification NAACL 2025
Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection EMNLP 2025
Sequence-level Large Language Model Training with Contrastive Preference Optimization NAACL 2025
Latent Distribution Decouple for Uncertain-Aware Multimodal Multi-label Emotion Recognition ACL 2025
A Context-Aware Contrastive Learning Framework for Hateful Meme Detection and Segmentation NAACL 2025
Limitations in Employing Natural Language Supervision for Sensor-Based Human Activity Recognition - And Ways to Overcome Them AAAI 2025
Alleviating Hallucinations of Large Language Models through Induced Hallucinations NAACL 2025
LightBSR: Towards Lightweight Blind Super-Resolution via Discriminative Implicit Degradation Representation Learning ICCV 2025