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Data Summarization

Data Summarization is a central problem in the area of machine learning, where we want to compute a small summary of the data.

Source: How to Solve Fair k-Center in Massive Data Models

Papers

Showing 125 of 97 papers

TitleStatusHype
Sequential Quantiles via Hermite Series Density EstimationCode1
Soft-Label Dataset Distillation and Text Dataset DistillationCode1
Very Fast Streaming Submodular Function MaximizationCode1
Semi-supervised Batch Active Learning via Bilevel OptimizationCode1
ChartSumm: A Comprehensive Benchmark for Automatic Chart Summarization of Long and Short SummariesCode1
Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?Code1
Sequential estimation of Spearman rank correlation using Hermite series estimatorsCode1
Submodlib: A Submodular Optimization LibraryCode1
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Flexible Dataset Distillation: Learn Labels Instead of ImagesCode1
CO-Optimal TransportCode1
β-Cores: Robust Large-Scale Bayesian Data Summarization in the Presence of OutliersCode0
Balancing Utility and Fairness in Submodular Maximization (Technical Report)Code0
Black-box Coreset Variational InferenceCode0
Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer VisionCode0
MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart DerenderingCode0
Scalable k-Means Clustering via Lightweight CoresetsCode0
Fast and Accurate Least-Mean-Squares SolversCode0
Fair and Diverse DPP-based Data SummarizationCode0
apricot: Submodular selection for data summarization in PythonCode0
Fair k-Center Clustering for Data SummarizationCode0
Group Equality in Adaptive Submodular MaximizationCode0
Understanding collections of related datasets using dependent MMD coresetsCode0
Deuteros 2.0: Peptide-level significance testing of data from hydrogen deuterium exchange mass spectrometryCode0
A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table SummarizationCode0
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