Representation Learning

The Double-Ellipsoid Geometry of CLIP ICML 2025 The Dynamic Duo of Collaborative Masking and Target for Advanced Masked Autoencoder Learning AAAI 2025 The Effect of SGD Batch Size on Autoencoder Learning: Sparsity, Sharpness, and Feature Learning JMLR 2025 The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025 The FineView Dataset:A 3D Scanned Multi-View Object Dataset of Fine-Grained Category Instances WACV 2025 The Generalized Skew Spectrum of Graphs ICML 2025 The GeometricKernels Package: Heat and Matérn Kernels for Geometric Learning on Manifolds, Meshes, and Graphs JMLR 2025 The Geometry of Numerical Reasoning: Language Models Compare Numeric Properties in Linear Subspaces NAACL 2025 The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025 The Hidden Attention of Mamba Models ACL 2025 The Hyperfitting Phenomenon: Sharpening and Stabilizing LLMs for Open-Ended Text Generation ICLR 2025 The Illusion of Role Separation: Hidden Shortcuts in LLM Role Learning (and How to Fix Them) ICML 2025 The Knowledge Microscope: Features as Better Analytical Lenses than Neurons ACL 2025 The Learning Dynamics of Subword Segmentation for Morphologically Diverse Languages IJCNLP 2025 The Logical Implication Steering Method for Conditional Interventions on Transformer Generation ICML 2025 The Master Key Filters Hypothesis: Deep Filters Are General AAAI 2025 The Noisy Laplacian: a Threshold Phenomenon for Non-Linear Dimension Reduction ICML 2025 The OMG dataset: An Open MetaGenomic corpus for mixed-modality genomic language modeling ICLR 2025 The Optimization Landscape of SGD Across the Feature Learning Strength ICLR 2025 Theory-Inspired Deep Multi-View Multi-Label Learning with Incomplete Views and Noisy Labels CVPR 2025 The Price of Format: Diversity Collapse in LLMs EMNLP 2025 The Reader is the Metric: How Textual Features and Reader Profiles Explain Conflicting Evaluations of AI Creative Writing ACL 2025 The Role of Abstract Representations and Observed Preferences in the Ordering of Binomials in Large Language Models ACL 2025 The Role of Sparsity for Length Generalization in LLMs ICML 2025 The Rotary Position Embedding May Cause Dimension Inefficiency in Attention Heads for Long-Distance Retrieval ACL 2025