Representation Learning

Relaxed Rotational Equivariance via G-Biases in Vision AAAI 2025 Relaxing Binary Constraints in Contrastive Vision-Language Medical Representation Learning WACV 2025 ReLayout: Towards Real-World Document Understanding via Layout-enhanced Pre-training COLING 2025 RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data ICLR 2025 RELexED: Retrieval-Enhanced Legal Summarization with Exemplar Diversity NAACL 2025 Rényi Neural Processes ICML 2025 Repetition Improves Language Model Embeddings ICLR 2025 Rep-MTL: Unleashing the Power of Representation-level Task Saliency for Multi-Task Learning ICCV 2025 RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph ICLR 2025 Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think ICLR 2025 Representation-based Broad Hallucination Detectors Fail to Generalize Out of Distribution EMNLP 2025 Representation-driven Option Discovery in Reinforcement Learning AAAI 2025 Representation Learning: A Causal Perspective AAAI 2025 Representation Learning Based Predicate Invention on Knowledge Graphs AAAI 2025 Representation Potentials of Foundation Models for Multimodal Alignment: A Survey EMNLP 2025 Representation Shattering in Transformers: A Synthetic Study with Knowledge Editing ICML 2025 Representation Space Augmentation for Effective Self-Supervised Learning on Tabular Data AAAI 2025 Representations Shape Weak-to-Strong Generalization: Theoretical Insights and Empirical Predictions ICML 2025 Representation Surgery in Model Merging with Probabilistic Modeling ICML 2025 Representing LLMs in Prompt Semantic Task Space EMNLP 2025 Representing Sounds as Neural Amplitude Fields: A Benchmark of Coordinate-MLPs and a Fourier Kolmogorov-Arnold Framework AAAI 2025 ReSeeding Latent States for Sequential Language Understanding EMNLP 2025 Residual Kernel Policy Network: Enhancing Stability and Robustness in RKHS-Based Reinforcement Learning ICLR 2025 Residual TPP: A Unified Lightweight Approach for Event Stream Data Analysis ICML 2025 ResKoopNet: Learning Koopman Representations for Complex Dynamics with Spectral Residuals ICML 2025