Representation Learning

How does Gradient Descent Learn Features --- A Local Analysis for Regularized Two-Layer Neural Networks NeurIPS 2024 How Does Message Passing Improve Collaborative Filtering? NeurIPS 2024 How does PDE order affect the convergence of PINNs? NeurIPS 2024 How do Language Models Bind Entities in Context? ICLR 2024 How do Large Language Models Learn In-Context? Query and Key Matrices of In-Context Heads are Two Towers for Metric Learning EMNLP 2024 How do Transformers Perform In-Context Autoregressive Learning ? ICML 2024 How Good Are LLMs at Out-of-Distribution Detection? COLING 2024 How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024 How Interpretable Are Interpretable Graph Neural Networks? ICML 2024 How JEPA Avoids Noisy Features: The Implicit Bias of Deep Linear Self Distillation Networks NeurIPS 2024 How Learning by Reconstruction Produces Uninformative Features For Perception ICML 2024 How Realistic Is Your Synthetic Data? Constraining Deep Generative Models for Tabular Data ICLR 2024 How to Handle Sketch-Abstraction in Sketch-Based Image Retrieval? CVPR 2024 How to Learn Domain-Invariant Representations for Visual Reinforcement Learning: An Information-Theoretical Perspective IJCAI 2024 How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? AAAI 2024 How to Train Neural Field Representations: A Comprehensive Study and Benchmark CVPR 2024 How Universal Polynomial Bases Enhance Spectral Graph Neural Networks: Heterophily, Over-smoothing, and Over-squashing ICML 2024 How Useful is Context, Actually? Comparing LLMs and Humans on Discourse Marker Prediction ACL 2024 HRP: Human affordances for Robotic Pre-training RSS 2024 HS-GC: Holistic Semantic Embedding and Global Contrast for Effective Text Clustering COLING 2024 HumanGaussian: Text-Driven 3D Human Generation with Gaussian Splatting CVPR 2024 Human Motion Prediction Under Unexpected Perturbation CVPR 2024 Humanoid Locomotion as Next Token Prediction NeurIPS 2024 Human-oriented Representation Learning for Robotic Manipulation RSS 2024 Human Pose Recognition via Occlusion-Preserving Abstract Images ECCV 2024