conftrace_

coreset construction

40 papers

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Co-occurring keywords

k-means clustering (235) approximation algorithm (630) streaming algorithm (131) logistic regression (386) sensitivity sampling (10) k-median clustering (31) kernel methods (1097) determinantal point process (140) matrix approximation (89) subspace approximation (8)

Papers

On Coresets for End-to-end Learning from Crowds AAAI 2026
HaCore: Efficient Coreset Construction with Locality Sensitive Hashing for Vertical Federated Learning AAAI 2025
Small coresets via negative dependence: DPPs, linear statistics, and concentration NIPS 2024
Spanning Training Progress: Temporal Dual-Depth Scoring (TDDS) for Enhanced Dataset Pruning CVPR 2024
The Space Complexity of Approximating Logistic Loss NIPS 2024
Data Summarization via Bilevel Optimization JMLR 2024
Supervised Kernel Thinning NIPS 2024
AutoCoreset: An Automatic Practical Coreset Construction Framework ICML 2023
Near-Optimal Quantum Coreset Construction Algorithms for Clustering ICML 2023
Provable Data Subset Selection For Efficient Neural Networks Training ICML 2023
Simple, Scalable and Effective Clustering via One-Dimensional Projections NIPS 2023
Near-Optimal $k$-Clustering in the Sliding Window Model NIPS 2023
A Batch-to-Online Transformation under Random-Order Model NIPS 2023
Coresets for Vertical Federated Learning: Regularized Linear Regression and $K$-Means Clustering NIPS 2022
p-Generalized Probit Regression and Scalable Maximum Likelihood Estimation via Sketching and Coresets AISTATS 2022
New Coresets for Projective Clustering and Applications AISTATS 2022
Generic Coreset for Scalable Learning of Monotonic Kernels: Logistic Regression, Sigmoid and more ICML 2022
Dimensionality Reduction for the Sum-of-Distances Metric ICML 2021
Robust and Fully-Dynamic Coreset for Continuous-and-Bounded Learning (With Outliers) Problems NIPS 2021
Efficient Coreset Constructions via Sensitivity Sampling ACML 2021
Adversarial Robustness of Streaming Algorithms through Importance Sampling NIPS 2021
Speeding Up Transformer Training By Using Dataset Subsampling - An Exploratory Analysis EMNLP 2021
Streaming and Distributed Algorithms for Robust Column Subset Selection ICML 2021
Coresets for Time Series Clustering NIPS 2021
Coresets for Clustering in Graphs of Bounded Treewidth ICML 2020