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Methodology
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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
Balance-Aware Sequence Sampling Makes Multi-Modal Learning Better
IJCAI 2025
Graph Embedded Contrastive Learning for Multi-View Clustering
IJCAI 2025
RAMer: Reconstruction-based Adversarial Model for Multi-party Multi-modal Multi-label Emotion Recognition
IJCAI 2025
Boosting Short Text Classification with Multi-Source Information Exploration and Dual-Level Contrastive Learning
AAAI 2025
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension
AAAI 2025
Detoxifying Large Language Models via the Diversity of Toxic Samples
EMNLP 2025
Enhancing Contrastive Learning Inspired by the Philosophy of “The Blind Men and the Elephant”
AAAI 2025
Memorize and Rank: Elevating Large Language Models for Clinical Diagnosis Prediction
AAAI 2025
Rethinking Contrastive Learning in Graph Anomaly Detection: A Clean-View Perspective
IJCAI 2025
DOGR: Leveraging Document-Oriented Contrastive Learning in Generative Retrieval
AAAI 2025
Sentiment-enhanced Multi-hop Connected Graph Attention Network for Multimodal Aspect-Based Sentiment Analysis
IJCAI 2025
Deep Variational Multivariate Information Bottleneck - A Framework for Variational Losses
JMLR 2025
Causal Prompting: Debiasing Large Language Model Prompting Based on Front-Door Adjustment
AAAI 2025
Content-free Logical Modification of Large Language Model by Disentangling and Modifying Logic Representation
AAAI 2025
OpenCarbon: A Contrastive Learning-based Cross-Modality Neural Approach for High-Resolution Carbon Emission Prediction Using Open Data
IJCAI 2025
WEPO: Web Element Preference Optimization for LLM-based Web Navigation
AAAI 2025
Dual Encoder Contrastive Learning with Augmented Views for Graph Anomaly Detection
IJCAI 2025
TNCSE: Tensor Norm Constraints for Unsupervised Contrastive Learning of Sentence Embeddings
AAAI 2025
Towards Debiased Generalized Category Discovery
IJCAI 2025
Co-Evolving LLMs and Embedding Models via Density-Guided Preference Optimization for Text Clustering
EMNLP 2025
Single-View Graph Contrastive Learning with Soft Neighborhood Awareness
AAAI 2025
DrugHash: Hashing Based Contrastive Learning for Virtual Screening
AAAI 2025
Differential-informed Sample Selection Accelerates Multimodal Contrastive Learning
ICCV 2025
Leveraging Group Classification with Descending Soft Labeling for Deep Imbalanced Regression
AAAI 2025
scSiameseClu: A Siamese Clustering Framework for Interpreting Single-cell RNA Sequencing Data
IJCAI 2025
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