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Representation Learning

18863 directly classified papers

Papers per year

Papers

ProtoLens: Advancing Prototype Learning for Fine-Grained Interpretability in Text Classification ACL 2025
Linear Decoding of Morphology Relations in Language Models (Student Abstract) AAAI 2025
Enhancing Aging Biomarker Research through Large Language Models and Knowledge Graphs (Student Abstract) AAAI 2025
Rectified Lagrangian for Out-of-Distribution Detection in Modern Hopfield Networks AAAI 2025
Cross-Silo Feature Space Alignment for Federated Learning on Clients with Imbalanced Data AAAI 2025
Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025
GLAD: Improving Latent Graph Generative Modeling with Simple Quantization AAAI 2025
Sparse Semiparametric Discriminant Analysis for High-dimensional Zero-inflated Data JMLR 2025
Biological Sequence Kernels with Guaranteed Flexibility JMLR 2025
On Probabilistic Embeddings in Optimal Dimension Reduction JMLR 2025
Towards Unified Native Spaces in Kernel Methods JMLR 2025
Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025
Equivariant Manifold Neural ODEs and Differential Invariants JMLR 2025
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based NAACL 2025
Point Cloud Mixture-of-Domain-Experts Model for 3D Self-supervised Learning IJCAI 2025
MORE: Molecule Pretraining with Multi-Level Pretext Task AAAI 2025
Exploring Rationale Learning for Continual Graph Learning AAAI 2025
Higher Order Structures for Graph Explanations AAAI 2025
StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity Alignment IJCAI 2025
Inspecting the Representation Manifold of Differentially-Private Text NAACL 2025
Bi-DiffCD: Bidirectional Diffusion Guided Collaborative Change Detection for Arbitrary-Modal Remote Sensing Images IJCAI 2025
MMNet: Missing-Aware and Memory-Enhanced Network for Multivariate Time Series Imputation IJCAI 2025
Large Language Models Are Overparameterized Text Encoders NAACL 2025
Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CONLL 2025
CoPL: Collaborative Preference Learning for Personalizing LLMs EMNLP 2025