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Representation Learning

4516 directly classified papers

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Papers

Expressive Power of Temporal Message Passing AAAI 2025
DLF: Disentangled-Language-Focused Multimodal Sentiment Analysis AAAI 2025
OTLRM: Orthogonal Learning-based Low-Rank Metric for Multi-Dimensional Inverse Problems AAAI 2025
APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning AAAI 2025
Structured IB: Improving Information Bottleneck with Structured Feature Learning AAAI 2025
SATA: Spatial Autocorrelation Token Analysis for Enhancing the Robustness of Vision Transformers CVPR 2025
SMEC:Rethinking Matryoshka Representation Learning for Retrieval Embedding Compression EMNLP 2025
Behaviour Preference Regression for Offline Reinforcement Learning AAAI 2025
SAP: Corrective Machine Unlearning with Scaled Activation Projection for Label Noise Robustness AAAI 2025
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain Generalization AAAI 2025
FedMSGL: A Self-Expressive Hypergraph Based Federated Multi-View Learning AAAI 2025
Destroy and Repair Using Hyper-Graphs for Routing AAAI 2025
On the Power of Convolution-Augmented Transformer AAAI 2025
Deep Evidential Hashing for Trustworthy Cross-Modal Retrieval AAAI 2025
Towards Scalable and Deep Graph Neural Networks via Noise Masking AAAI 2025
Learning Cross-Domain Representations for Transferable Drug Perturbations on Single-Cell Transcriptional Responses AAAI 2025
TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis AAAI 2025
Emergence-Inspired Multi-Granularity Causal Learning AAAI 2025
Discrete Curvature Graph Information Bottleneck AAAI 2025
HYGENE: A Diffusion-Based Hypergraph Generation Method AAAI 2025
Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025
Neural Temporal Point Processes for Forecasting Directional Relations in Evolving Hypergraphs AAAI 2025
Deep Representation Learning for Forecasting Recursive and Multi-Relational Events in Temporal Networks AAAI 2025
Heterogeneous Graph Neural Network on Semantic Tree AAAI 2025
Generalization Analysis for Deep Contrastive Representation Learning AAAI 2025