Representation Learning

Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning AAAI 2025 FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025 FreSh: Frequency Shifting for Accelerated Neural Representation Learning ICLR 2025 From Argumentation to Deliberation: Perspectivized Stance Vectors for Fine-grained (Dis)agreement Analysis NAACL 2025 From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs COLING 2025 From Characters to Tokens: Dynamic Grouping with Hierarchical BPE EMNLP 2025 From Curiosity to Clarity : Exploring the Impact of Consecutive Why-Questions NAACL 2025 From Faces to Voices: Learning Hierarchical Representations for High-quality Video-to-Speech CVPR 2025 From Feature Interaction to Feature Generation: A Generative Paradigm of CTR Prediction Models ICML 2025 From Heart to Words: Generating Empathetic Responses via Integrated Figurative Language and Semantic Context Signals ACL 2025 From Individual to Universal: Regularized Multi-view Joint Representation for Multi-view Subspace-Preserving Recovery IJCAI 2025 From Jack of All Trades to Master of One: Specializing LLM-based Autoraters to a Test Set ICML 2025 From Kernels to Features: A Multi-Scale Adaptive Theory of Feature Learning ICML 2025 From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing EMNLP 2025 From Language Models over Tokens to Language Models over Characters ICML 2025 From Linearity to Non-Linearity: How Masked Autoencoders Capture Spatial Correlations ICCV 2025 From Low Rank Gradient Subspace Stabilization to Low-Rank Weights: Observations, Theories, and Applications ICML 2025 From Models to Microtheories: Distilling a Model's Topical Knowledge for Grounded Question-Answering ICLR 2025 From Neurons to Semantics: Evaluating Cross-Linguistic Alignment Capabilities of Large Language Models via Neurons Alignment ACL 2025 From perception to production: how acoustic invariance facilitates articulatory learning in a self-supervised vocal imitation model EMNLP 2025 From Representation Space to Prognostic Insights: Whole Slide Image Generation with Hierarchical Diffusion Model for Survival Prediction AAAI 2025 From Theory to Practice: Rethinking Green and Martin Kernels for Unleashing Graph Transformers ICML 2025 From Tokens to Lattices: Emergent Lattice Structures in Language Models ICLR 2025 From Tokens to Words: On the Inner Lexicon of LLMs ICLR 2025 FrugalNeRF: Fast Convergence for Extreme Few-shot Novel View Synthesis without Learned Priors CVPR 2025