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Methodology
← Core Methods
Machine Learning
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Core Methods
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Representation Learning
18863 directly classified papers
Papers per year
2000: 2
2001: 4
2002: 2
2003: 18
2004: 4
2005: 9
2006: 62
2007: 61
2008: 74
2009: 73
2010: 96
2011: 103
2012: 131
2013: 283
2014: 255
2015: 295
2016: 426
2017: 691
2018: 1066
2019: 1798
2020: 1830
2021: 2207
2022: 2109
2023: 2560
2024: 2177
2025: 1926
2026: 601
Papers
MORE: Molecule Pretraining with Multi-Level Pretext Task
AAAI 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting
IJCAI 2025
DiCA: Disambiguated Contrastive Alignment for Cross-Modal Retrieval with Partial Labels
AAAI 2025
Run Like a Neural Network, Explain Like k-Nearest Neighbor
IJCAI 2025
Single-View Graph Contrastive Learning with Soft Neighborhood Awareness
AAAI 2025
TESTN: A Triad-Enhanced Spatio-Temporal Network for Multi-Temporal POI Relationship Inference
IJCAI 2025
Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications
AAAI 2025
NoiseHGNN: Synthesized Similarity Graph-Based Neural Network for Noised Heterogeneous Graph Representation Learning
AAAI 2025
Neural Networks Perform Sufficient Dimension Reduction
AAAI 2025
Disentangled and Personalized Representation Learning for Next Point-of-Interest Recommendation
IJCAI 2025
Speech Watermarking with Discrete Intermediate Representations
AAAI 2025
Representing Sounds as Neural Amplitude Fields: A Benchmark of Coordinate-MLPs and a Fourier Kolmogorov-Arnold Framework
AAAI 2025
Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary
AAAI 2025
Attention-based Conditional Random Field for Financial Fraud Detection
IJCAI 2025
A Survey on Temporal Interaction Graph Representation Learning: Progress, Challenges, and Opportunities
IJCAI 2025
MolHFCNet: Enhancing Molecular Graph Representations with Hierarchical Feature Combining and Hybrid Pretraining
IJCAI 2025
Predictive Modeling of Homeless Service Assignment: A Representation Learning Approach
AAAI 2025
KP-PINNs: Kernel Packet Accelerated Physics Informed Neural Networks
IJCAI 2025
Representation Learning: A Causal Perspective
AAAI 2025
Electron Density-enhanced Molecular Geometry Learning
IJCAI 2025
Language Model Meets Prototypes: Towards Interpretable Text Classification Models through Prototypical Networks
AAAI 2025
Quasi-symbolic Semantic Geometry over Transformer-based Variational AutoEncoder
ACL 2025
Exploring Topological Properties in Artificial Neural Networks
AAAI 2025
R-DTI: Drug Target Interaction Prediction Based on Second-Order Relevance Exploration
AAAI 2025
Distilling A Universal Expert from Clustered Federated Learning
IJCAI 2025
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