dimensionality reduction

Demystifying Embedding Spaces using Large Language Models ICLR 2024 DiffRed: Dimensionality reduction guided by stable rank AISTATS 2024 Disentangling Interpretable Factors with Supervised Independent Subspace Principal Component Analysis NeurIPS 2024 DQ-LoRe: Dual Queries with Low Rank Approximation Re-ranking for In-Context Learning ICLR 2024 Efficiently Computing Similarities to Private Datasets ICLR 2024 ESPACE: Dimensionality Reduction of Activations for Model Compression NeurIPS 2024 Euclidean distance compression via deep random features NeurIPS 2024 Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization AAAI 2024 Fair Representation Learning with Maximum Mean Discrepancy Distance Constraint (Student Abstract) AAAI 2024 FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction NeurIPS 2024 Generalization Bound and Learning Methods for Data-Driven Projections in Linear Programming NeurIPS 2024 Generalized Eigenvalue Problems with Generative Priors NeurIPS 2024 Graph Clustering Methods Derived from Column Subset Selection (Student Abstract) AAAI 2024 Latent Representation and Simulation of Markov Processes via Time-Lagged Information Bottleneck ICLR 2024 Learned Transformer Position Embeddings Have a Low-Dimensional Structure ACL 2024 Learning Low-Rank Latent Spaces With Simple Deterministic Autoencoder: Theoretical and Empirical Insights WACV 2024 Learning Reduced Fluid Dynamics AAAI 2024 Linear Time Approximation Algorithm for Column Subset Selection with Local Search NeurIPS 2024 MAP IT to Visualize Representations ICLR 2024 Matryoshka-Adaptor: Unsupervised and Supervised Tuning for Smaller Embedding Dimensions EMNLP 2024 Modeling Latent Neural Dynamics with Gaussian Process Switching Linear Dynamical Systems NeurIPS 2024 Navigating the Effect of Parametrization for Dimensionality Reduction NeurIPS 2024 Neuc-MDS: Non-Euclidean Multidimensional Scaling Through Bilinear Forms NeurIPS 2024 Neural Embeddings Rank: Aligning 3D latent dynamics with movements NeurIPS 2024 Oja's Algorithm for Streaming Sparse PCA NeurIPS 2024