conftrace_

data summarization

37 papers

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Co-occurring keywords

submodular maximization (143) approximation algorithm (630) streaming algorithm (131) submodular optimization (261) greedy algorithm (242) cardinality constraint (71) distributed algorithm (79) approximation guarantee (65) fair clustering (43) fairness constraint (125)

Papers

Deletion Robust Non-Monotone Submodular Maximization over Matroids JMLR 2025
Parameterized Approximation Algorithm for Doubly Constrained Fair Clustering IJCAI 2025
Data Summarization via Bilevel Optimization JMLR 2024
Black-box coreset variational inference NIPS 2022
Deletion Robust Submodular Maximization over Matroids ICML 2022
Fair and Fast k-Center Clustering for Data Summarization ICML 2022
Householder Sketch for Accurate and Accelerated Least-Mean-Squares Solvers ICML 2021
Submodular Span, with Applications to Conditional Data Summarization AAAI 2021
Scalability vs. Utility: Do We Have To Sacrifice One for the Other in Data Importance Quantification? CVPR 2021
Regularized Submodular Maximization at Scale ICML 2021
Streaming Submodular Maximization under a k-Set System Constraint ICML 2020
Coresets via Bilevel Optimization for Continual Learning and Streaming NIPS 2020
Fair k-Centers via Maximum Matching ICML 2020
AI Explainability 360: An Extensible Toolkit for Understanding Data and Machine Learning Models JMLR 2020
apricot: Submodular selection for data summarization in Python JMLR 2020
Goal-Driven Sequential Data Abstraction ICCV 2019
Submodular Streaming in All Its Glory: Tight Approximation, Minimum Memory and Low Adaptive Complexity ICML 2019
Fair k-Center Clustering for Data Summarization ICML 2019
Submodular Optimization over Streams with Inhomogeneous Decays AAAI 2019
Differentially Private Distributed Data Summarization under Covariate Shift NIPS 2019
Fair and Diverse DPP-Based Data Summarization ICML 2018
One-shot Coresets: The Case of k-Clustering AISTATS 2018
Differentiable Submodular Maximization IJCAI 2018
A Practical Algorithm for Distributed Clustering and Outlier Detection NIPS 2018
Data Summarization at Scale: A Two-Stage Submodular Approach ICML 2018