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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
Soft-Label Dataset Distillation and Text Dataset DistillationCode1
Flexible Dataset Distillation: Learn Labels Instead of ImagesCode1
Sequential estimation of Spearman rank correlation using Hermite series estimatorsCode1
Sequential Quantiles via Hermite Series Density EstimationCode1
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
Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning FrameworkCode1
Semi-supervised Batch Active Learning via Bilevel OptimizationCode1
Very Fast Streaming Submodular Function MaximizationCode1
Submodlib: A Submodular Optimization LibraryCode1
CO-Optimal TransportCode1
Dynamic Non-monotone Submodular Maximization0
An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms0
Dynamic data summarization for hierarchical spatial clustering0
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges0
Distributed Submodular Cover: Succinctly Summarizing Massive Data0
Dynamic Spatio-Temporal Summarization using Information Based Fusion0
A Principled Approach to Data Valuation for Federated Learning0
Data Summarization beyond Monotonicity: Non-monotone Two-Stage Submodular Maximization0
Data Summarization at Scale: A Two-Stage Submodular Approach0
Data Summarization via Bilevel Optimization0
Deep Submodular Networks for Extractive Data Summarization0
Deletion-Robust Submodular Maximization: Data Summarization with "the Right to be Forgotten"0
A Unified Framework for Task-Driven Data Quality Management0
Analysis of Persian News Agencies on Instagram, A Words Co-occurrence Graph-based Approach0
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