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Machine Learning
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Contrastive Learning
3535 directly classified papers
Papers per year
2011: 1
2013: 1
2014: 1
2017: 3
2018: 10
2019: 26
2020: 88
2021: 394
2022: 627
2023: 852
2024: 698
2025: 616
2026: 218
Papers
Keys to Robust Edits: From Theoretical Insights to Practical Advances
ACL 2025
Multi-View Incongruity Learning for Multimodal Sarcasm Detection
COLING 2025
Query-LIFE: Query-aware Language Image Fusion Embedding for E-Commerce Relevance
COLING 2025
Multimodal Image Matching Based on Cross-Modality Completion Pre-training
IJCAI 2025
A Dual Contrastive Learning Framework for Enhanced Hate Speech Detection in Low-Resource Languages
COLING 2025
Going Beyond Consistency: Target-oriented Multi-view Graph Neural Network
IJCAI 2025
Learning to Look at the Other Side: A Semantic Probing Study of Word Embeddings in LLMs with Enabled Bidirectional Attention
ACL 2025
Robust Graph Contrastive Learning for Incomplete Multi-view Clustering
IJCAI 2025
Contrastive Learning on LLM Back Generation Treebank for Cross-domain Constituency Parsing
ACL 2025
Graph Embedded Contrastive Learning for Multi-View Clustering
IJCAI 2025
Picturized and Recited with Dialects: A Multimodal Chinese Representation Framework for Sentiment Analysis of Classical Chinese Poetry
IJCAI 2025
Co-Evolving LLMs and Embedding Models via Density-Guided Preference Optimization for Text Clustering
EMNLP 2025
Detoxifying Large Language Models via the Diversity of Toxic Samples
EMNLP 2025
CARFT: Boosting LLM Reasoning via Contrastive Learning with Annotated Chain-of-Thought-based Reinforced Fine-Tuning
EMNLP 2025
SEAL: Structure and Element Aware Learning Improves Long Structured Document Retrieval
EMNLP 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors
EMNLP 2025
A Fully Probabilistic Perspective on Large Language Model Unlearning: Evaluation and Optimization
EMNLP 2025
LogiCoL: Logically-Informed Contrastive Learning for Set-based Dense Retrieval
EMNLP 2025
QCRD: Quality-guided Contrastive Rationale Distillation for Large Language Models
EMNLP 2025
Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction
EMNLP 2025
Contra4: Evaluating Contrastive Cross-Modal Reasoning in Audio, Video, Image, and 3D
EMNLP 2025
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution
EMNLP 2025
Improving Large Language Model Safety with Contrastive Representation Learning
EMNLP 2025
Causal Representation Learning from Multimodal Clinical Records under Non-Random Modality Missingness
EMNLP 2025
TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-Identification
AAAI 2025
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