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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
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
ChartSumm: A Comprehensive Benchmark for Automatic Chart Summarization of Long and Short SummariesCode1
Submodlib: A Submodular Optimization LibraryCode1
Sequential estimation of Spearman rank correlation using Hermite series estimatorsCode1
Very Fast Streaming Submodular Function MaximizationCode1
Semi-supervised Batch Active Learning via Bilevel OptimizationCode1
Flexible Dataset Distillation: Learn Labels Instead of ImagesCode1
CO-Optimal TransportCode1
Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?Code1
Soft-Label Dataset Distillation and Text Dataset DistillationCode1
Sequential Quantiles via Hermite Series Density EstimationCode1
PCA-Guided Quantile Sampling: Preserving Data Structure in Large-Scale Subsampling0
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges0
Dynamic data summarization for hierarchical spatial clustering0
Fair Clustering for Data Summarization: Improved Approximation Algorithms and Complexity Insights0
Linear Submodular Maximization with Bandit Feedback0
GIST: Greedy Independent Set Thresholding for Diverse Data Summarization0
Federated Combinatorial Multi-Agent Multi-Armed Bandits0
LLMSense: Harnessing LLMs for High-level Reasoning Over Spatiotemporal Sensor Traces0
GreedyML: A Parallel Algorithm for Maximizing Constrained Submodular Functions0
DiffRed: Dimensionality Reduction guided by stable rankCode0
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach0
Dynamic Non-monotone Submodular Maximization0
Dynamic Spatio-Temporal Summarization using Information Based Fusion0
Robust Approximation Algorithms for Non-monotone k-Submodular Maximization under a Knapsack Constraint0
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