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Contrastive Learning

3535 directly classified papers

Papers per year

Papers

Enhancing Multivariate Time-Series Domain Adaptation via Contrastive Frequency Graph Discovery and Language-Guided Adversary Alignment AAAI 2025
Uncertainty-Aware Contrastive Learning with Hard Negative Sampling for Code Search Tasks AAAI 2025
SINCon: Mitigate LLM-Generated Malicious Message Injection Attack for Rumor Detection ACL 2025
Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction AAAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025
When to Speak, When to Abstain: Contrastive Decoding with Abstention ACL 2025
Laniqo at WMT25 General Translation Task: Self-Improved and Retrieval-Augmented Translation EMNLP 2025
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025
AMD: Adaptive Momentum and Decoupled Contrastive Learning Framework for Robust Long-Tail Trajectory Prediction ICCV 2025
SALAD: Improving Robustness and Generalization through Contrastive Learning with Structure-Aware and LLM-Driven Augmented Data NAACL 2025
DialogGen: Multi-modal Interactive Dialogue System with Multi-turn Text-Image Generation NAACL 2025
Pairwise Prompt-Based Tuning with Parameter Efficient Fast Adaptation for Generalized Zero-Shot Intent Detection NAACL 2025
Learn from Failure: Causality-guided Contrastive Learning for Generalizable Implicit Hate Speech Detection COLING 2025
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning ACL 2025
CACA: Context-Aware Cross-Attention Network for Extractive Aspect Sentiment Quad Prediction COLING 2025
Knowledge Graph Pooling and Unpooling for Concept Abstraction COLING 2025
TEACH: A Contrastive Knowledge Adaptive Distillation Framework for Classical Chinese Understanding ACL 2025
Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection COLING 2025
AgriCLIP: Adapting CLIP for Agriculture and Livestock via Domain-Specialized Cross-Model Alignment COLING 2025
t-HNE: A Text-guided Hierarchical Noise Eliminator for Multimodal Sentiment Analysis COLING 2025
Contrastive Perplexity for Controlled Generation: An Application in Detoxifying Large Language Models ACL 2025
Unifying Dual-Space Embedding for Entity Alignment via Contrastive Learning COLING 2025
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation COLING 2025
BOOTPLACE: Bootstrapped Object Placement with Detection Transformers CVPR 2025
Partial Order-centered Hyperbolic Representation Learning for Few-shot Relation Extraction COLING 2025