Representation Learning

Generalizing CNNs to graphs with learnable neighborhood quantization NeurIPS 2024 Generating Content for HDR Deghosting from Frequency View CVPR 2024 Geometric-Averaged Preference Optimization for Soft Preference Labels NeurIPS 2024 Get rich quick: exact solutions reveal how unbalanced initializations promote rapid feature learning NeurIPS 2024 GMP-AR: Granularity Message Passing and Adaptive Reconciliation for Temporal Hierarchy Forecasting AAAI 2024 GOEmbed: Gradient Origin Embeddings for Representation Agnostic 3D Feature Learning ECCV 2024 Graph2Tac: Online Representation Learning of Formal Math Concepts ICML 2024 GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction NeurIPS 2024 Graph Invariant Learning with Subgraph Co-mixup for Out-of-Distribution Generalization AAAI 2024 GraspSplats: Efficient Manipulation with 3D Feature Splatting CoRL 2024 Greenback Bears and Fiscal Hawks: Finance is a Jungle and Text Embeddings Must Adapt EMNLP 2024 Grokking of Implicit Reasoning in Transformers: A Mechanistic Journey to the Edge of Generalization NeurIPS 2024 GroupContrast: Semantic-aware Self-supervised Representation Learning for 3D Understanding CVPR 2024 Guarantees for Nonlinear Representation Learning: Non-identical Covariates, Dependent Data, Fewer Samples ICML 2024 Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains ICLR 2024 Harnessing small projectors and multiple views for efficient vision pretraining NeurIPS 2024 HEST-1k: A Dataset For Spatial Transcriptomics and Histology Image Analysis NeurIPS 2024 HGDL: Heterogeneous Graph Label Distribution Learning NeurIPS 2024 Hierarchical Diffusion Autoencoders and Disentangled Image Manipulation WACV 2024 Hierarchical Intra-modal Correlation Learning for Label-free 3D Semantic Segmentation CVPR 2024 How Do Large Language Models Acquire Factual Knowledge During Pretraining? NeurIPS 2024 How Far Can We Compress Instant-NGP-Based NeRF? CVPR 2024 How Hard is this Test Set? NLI Characterization by Exploiting Training Dynamics EMNLP 2024 How JEPA Avoids Noisy Features: The Implicit Bias of Deep Linear Self Distillation Networks NeurIPS 2024 How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection? AAAI 2024