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Representation Learning

18863 directly classified papers

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Papers

Multi-Granularity Open Intent Classification via Adaptive Granular-Ball Decision Boundary AAAI 2025
Neural Networks Perform Sufficient Dimension Reduction AAAI 2025
K-hop Hypergraph Neural Network: A Comprehensive Aggregation Approach AAAI 2025
Learning Robust and Privacy-Preserving Representations via Information Theory AAAI 2025
Tensorized Attention for Understanding Multi-Object Relationships AAAI 2025
Integrating Multi-Source Data for Long Sequence Precipitation Forecasting AAAI 2025
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis AAAI 2025
ICE-T: Interactions-aware Cross-column Contrastive Embedding for Heterogeneous Tabular Datasets AAAI 2025
FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025
Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks AAAI 2025
Priority Guided Explanation for Knowledge Tracing with Dual Ranking and Similarity Consistency IJCAI 2025
Single-View Graph Contrastive Learning with Soft Neighborhood Awareness AAAI 2025
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems AAAI 2025
Exploring Rationale Learning for Continual Graph Learning AAAI 2025
FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting IJCAI 2025
Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications AAAI 2025
Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025
NoiseHGNN: Synthesized Similarity Graph-Based Neural Network for Noised Heterogeneous Graph Representation Learning AAAI 2025
MaskDGNN: Self-Supervised Dynamic Graph Neural Networks with Activeness-aware Temporal Masking IJCAI 2025
Region-Based Optimization in Continual Learning for Audio Deepfake Detection AAAI 2025
Hierarchy Knowledge Graph for Parameter-Efficient Entity Embedding IJCAI 2025
Adaptive Prompting for Continual Relation Extraction: A Within-Task Variance Perspective AAAI 2025
Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025
Is Your Image a Good Storyteller? AAAI 2025
Cross-modal Collaborative Representation Learning for Text-to-Image Person Retrieval IJCAI 2025