Representation Learning

Looking Beyond the Pixels: Evaluating Visual Metaphor Understanding in VLMs EMNLP 2025 Looking in the Mirror: A Faithful Counterfactual Explanation Method for Interpreting Deep Image Classification Models ICCV 2025 LoRACoE: Improving Large Language Model via Composition-based LoRA Expert EMNLP 2025 LoRA-Gen: Specializing Large Language Model via Online LoRA Generation ICML 2025 LoRA Training Provably Converges to a Low-Rank Global Minimum Or It Fails Loudly (But it Probably Won’t Fail) ICML 2025 Lost in Embeddings: Information Loss in Vision–Language Models EMNLP 2025 Low-Dimension-to-High-Dimension Generalization and Its Implications for Length Generalization ICML 2025 LowRA: Accurate and Efficient LoRA Fine-Tuning of LLMs under 2 Bits ICML 2025 Low-Rank Adapting Models for Sparse Autoencoders ICML 2025 Low-Rank Thinning ICML 2025 LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation AAAI 2025 LUDVIG: Learning-Free Uplifting of 2D Visual Features to Gaussian Splatting Scenes ICCV 2025 LVFace: Progressive Cluster Optimization for Large Vision Models in Face Recognition ICCV 2025 M2EIT: Multi-Domain Mixture of Experts for Robust Neural Inertial Tracking ICCV 2025 M^2LLM: Multi-view Molecular Representation Learning with Large Language Models IJCAI 2025 M2OST: Many-to-one Regression for Predicting Spatial Transcriptomics from Digital Pathology Images AAAI 2025 M3amba: Memory Mamba is All You Need for Whole Slide Image Classification CVPR 2025 M3-JEPA: Multimodal Alignment via Multi-gate MoE based on the Joint-Embedding Predictive Architecture ICML 2025 MAESTRO: Masked Encoding Set Transformer with Self-Distillation ICLR 2025 MAGMA: Manifold Regularization for MAEs WACV 2025 MAGNET: Augmenting Generative Decoders with Representation Learning and Infilling Capabilities ACL 2025 MA-GTS: A Multi-Agent Framework for Solving Complex Graph Problems in Real-World Applications EMNLP 2025 Mahalanobis++: Improving OOD Detection via Feature Normalization ICML 2025 Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks ICLR 2025 Make Imagination Clearer! Stable Diffusion-based Visual Imagination for Multimodal Machine Translation ACL 2025