Awesome coreset/core-set/subset/sample selection works.
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Updated
Jun 30, 2024
Awesome coreset/core-set/subset/sample selection works.
Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning
Coresets for scalable robust pseudo-Bayesian inference
(CVPR 2023) Coreset Sampling from Open-Set for Fine-Grained Self-Supervised Learning
Fast and memory-efficient clustering + coreset construction, including fast distance kernels for Bregman and f-divergences.
The final project of the course "Sketching Methods in Data Analysis", given at Tel-Aviv University at Fall 2019
An implementation of the algorithms from the camera-ready version of the paper "Coresets for Decision Trees of Signals" (NeurIPS'2021) by Ibrahim Jubran, Ernesto Evgeniy Sanches Shayda, Ilan Newman, and Dan Feldman.
Online Coreset Selection for Rehearsal-based Continual Learning, ICLR 2022
Creating Coreset (small representative of big data) for Fair Regression Problem.
Coreset for Individual Fairness
[ICML 2021] "Efficient Lottery Ticket Finding: Less Data is More" by Zhenyu Zhang*, Xuxi Chen*, Tianlong Chen*, Zhangyang Wang
Bayesian Coresets Construction with Accelerated Iterative Hard Thresholding (A-IHT).
Data Mining course at ETH Zürich.
A collection of homework assignments from the Big Data course from Haifa University
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