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Methodology
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Machine Learning
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Self-Supervised Learning
8255 directly classified papers
Papers per year
2006: 8
2007: 7
2008: 7
2009: 9
2010: 12
2011: 7
2012: 13
2013: 11
2014: 12
2015: 17
2016: 35
2017: 97
2018: 191
2019: 441
2020: 663
2021: 1166
2022: 1170
2023: 1544
2024: 1323
2025: 1205
2026: 317
Papers
STAR: Self-Automated Back-Querying for Production Data Generation
IJCNLP 2025
Conditional Information Bottleneck-Based Multivariate Time Series Forecasting
IJCAI 2025
Crypto-LLM: Two-Stage Language Model Pre-training with Ciphered and Natural Language Data
IJCNLP 2025
Heterophily-Aware Personalized PageRank for Node Classification
IJCAI 2025
Search Strategy Generation for Branch and Bound Using Genetic Programming
AAAI 2025
Imputation-free Incomplete Multi-view Clustering via Knowledge Distillation
IJCAI 2025
From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions
NAACL 2025
Decoupling and Reconstructing: A Multimodal Sentiment Analysis Framework Towards Robustness
IJCAI 2025
Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data
AAAI 2025
Enhancing Multimodal Protein Function Prediction Through Dual-Branch Dynamic Selection with Reconstructive Pre-Training
IJCAI 2025
Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural Networks
AAAI 2025
DGL: Dynamic Global-Local Information Aggregation for Scalable VRP Generalization with Self-Improvement Learning
IJCAI 2025
MENTOR: Multi-level Self-supervised Learning for Multimodal Recommendation
AAAI 2025
LLaFEA: Frame-Event Complementary Fusion for Fine-Grained Spatiotemporal Understanding in LMMs
ICCV 2025
Characterizing Mamba’s Selective Memory using Auto-Encoders
IJCNLP 2025
Intent Oriented Contrastive Learning for Sequential Recommendation
AAAI 2025
From Linearity to Non-Linearity: How Masked Autoencoders Capture Spatial Correlations
ICCV 2025
CoDeR: Counterfactual Demand Reasoning for Sequential Recommendation
AAAI 2025
Prototype-based Contrastive Learning with Stage-wise Progressive Augmentation for Self-Supervised Fine-Grained Learning
ICCV 2025
Preference Identification by Interaction Overlap for Bundle Recommendation
IJCAI 2025
ST-ReP: Learning Predictive Representations Efficiently for Spatial-Temporal Forecasting
AAAI 2025
DO-CoLM: Dynamic 3D Conformation Relationships Capture with Self-Adaptive Ordering Molecular Relational Modeling in Language Models
IJCAI 2025
Disentangled Modeling of Preferences and Social Influence for Group Recommendation
AAAI 2025
Differentiable Prompt Learning for Vision Language Models
IJCAI 2025
Causal-Entity Reflected Egocentric Traffic Accident Video Synthesis
ICCV 2025
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