Representation Learning

How Contaminated Is Your Benchmark? Measuring Dataset Leakage in Large Language Models with Kernel Divergence ICML 2025 How Diversely Can Language Models Solve Problems? Exploring the Algorithmic Diversity of Model-Generated Code EMNLP 2025 How Do I Do That? Synthesizing 3D Hand Motion and Contacts for Everyday Interactions CVPR 2025 How Do Images Align and Complement LiDAR? Towards a Harmonized Multi-modal 3D Panoptic Segmentation ICML 2025 (How) Do Language Models Track State? ICML 2025 How do Multimodal Foundation Models Encode Text and Speech? An Analysis of Cross-Lingual and Cross-Modal Representations NAACL 2025 How do Transformer Embeddings Represent Compositions? A Functional Analysis ACL 2025 How Do Transformers Learn Variable Binding in Symbolic Programs? ICML 2025 How Expressive are Knowledge Graph Foundation Models? ICML 2025 How Humans and LLMs Organize Conceptual Knowledge: Exploring Subordinate Categories in Italian ACL 2025 How many words does it take to understand a low-resource language? NAACL 2025 How much do contextualized representations encode long-range context? NAACL 2025 How Not to Stitch Representations to Measure Similarity: Task Loss Matching Versus Direct Matching AAAI 2025 How Persuasive Is Your Context? EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 How to Move Your Dragon: Text-to-Motion Synthesis for Large-Vocabulary Objects ICML 2025 How Transformers Learn Structured Data: Insights From Hierarchical Filtering ICML 2025 How Would It Sound? Material-Controlled Multimodal Acoustic Profile Generation for Indoor Scenes ICCV 2025 How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data AAAI 2025 HPSv3: Towards Wide-Spectrum Human Preference Score ICCV 2025 Human2LocoMan: Learning Versatile Quadrupedal Manipulation with Human Pretraining RSS 2025 Human-Aligned Image Models Improve Visual Decoding from the Brain ICML 2025 Human-Inspired Obfuscation for Model Unlearning: Local and Global Strategies with Hyperbolic Representations EMNLP 2025 Human-Readable Neuro-Fuzzy Networks from Frequent Yet Discernible Patterns in Reward-Based Environments IJCAI 2025 Humor in Pixels: Benchmarking Large Multimodal Models Understanding of Online Comics EMNLP 2025