| Soft-Label Dataset Distillation and Text Dataset Distillation | Oct 6, 2019 | Dataset DistillationData Summarization | CodeCode Available | 1 | 5 |
| Sequential estimation of Spearman rank correlation using Hermite series estimators | Dec 11, 2020 | ClusteringData Summarization | CodeCode Available | 1 | 5 |
| Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification? | Nov 17, 2019 | Data SummarizationDomain Adaptation | CodeCode Available | 1 | 5 |
| Submodlib: A Submodular Optimization Library | Feb 22, 2022 | Data SummarizationDiversity | CodeCode Available | 1 | 5 |
| ChartSumm: A Comprehensive Benchmark for Automatic Chart Summarization of Long and Short Summaries | Apr 26, 2023 | Data SummarizationHallucination | CodeCode Available | 1 | 5 |
| Very Fast Streaming Submodular Function Maximization | Oct 20, 2020 | AstronomyData Summarization | CodeCode Available | 1 | 5 |
| CO-Optimal Transport | Feb 10, 2020 | ClusteringData Summarization | CodeCode Available | 1 | 5 |
| Get Rid of Isolation: A Continuous Multi-task Spatio-Temporal Learning Framework | Oct 14, 2024 | Data SummarizationMulti-Task Learning | CodeCode Available | 1 | 5 |
| Flexible Dataset Distillation: Learn Labels Instead of Images | Jun 15, 2020 | Dataset DistillationData Summarization | CodeCode Available | 1 | 5 |
| Sequential Quantiles via Hermite Series Density Estimation | Jul 17, 2015 | Data SummarizationSequential Distribution Function Estimation | CodeCode Available | 1 | 5 |
| Semi-supervised Batch Active Learning via Bilevel Optimization | Oct 19, 2020 | Active LearningBilevel Optimization | CodeCode Available | 1 | 5 |
| Streaming Algorithms for Diversity Maximization with Fairness Constraints | Jul 30, 2022 | AttributeData Summarization | CodeCode Available | 0 | 5 |
| A Mixed Hierarchical Attention based Encoder-Decoder Approach for Standard Table Summarization | Apr 20, 2018 | Data SummarizationDecoder | CodeCode Available | 0 | 5 |
| An Online Algorithm for Nonparametric Correlations | Dec 5, 2017 | Data SummarizationSequential Correlation Estimation | CodeCode Available | 0 | 5 |
| Understanding collections of related datasets using dependent MMD coresets | Jun 24, 2020 | Data Summarization | CodeCode Available | 0 | 5 |
| apricot: Submodular selection for data summarization in Python | Jun 8, 2019 | Data Summarization | CodeCode Available | 0 | 5 |
| Balancing Utility and Fairness in Submodular Maximization (Technical Report) | Nov 2, 2022 | Combinatorial OptimizationData Summarization | CodeCode Available | 0 | 5 |
| β-Cores: Robust Large-Scale Bayesian Data Summarization in the Presence of Outliers | Aug 31, 2020 | Bayesian InferenceData Summarization | CodeCode Available | 0 | 5 |
| Black-box Coreset Variational Inference | Nov 4, 2022 | Bayesian InferenceData Summarization | CodeCode Available | 0 | 5 |
| Coverage-Based Designs Improve Sample Mining and Hyper-Parameter Optimization | Sep 5, 2018 | Bayesian OptimizationData Summarization | CodeCode Available | 0 | 5 |
| Deuteros 2.0: Peptide-level significance testing of data from hydrogen deuterium exchange mass spectrometry | May 17, 2020 | AttributeData Summarization | CodeCode Available | 0 | 5 |
| DiffRed: Dimensionality Reduction guided by stable rank | Mar 9, 2024 | Data SummarizationData Visualization | CodeCode Available | 0 | 5 |
| Fair and Diverse DPP-based Data Summarization | Feb 12, 2018 | Data SummarizationDiversity | CodeCode Available | 0 | 5 |
| Fair k-Center Clustering for Data Summarization | Jan 24, 2019 | ClusteringData Summarization | CodeCode Available | 0 | 5 |
| Fast and Accurate Least-Mean-Squares Solvers | Jun 11, 2019 | Data Summarization | CodeCode Available | 0 | 5 |
| Group Equality in Adaptive Submodular Maximization | Jul 7, 2022 | Data SummarizationFairness | CodeCode Available | 0 | 5 |
| Iterative Projection and Matching: Finding Structure-preserving Representatives and Its Application to Computer Vision | Nov 29, 2018 | Action RecognitionActive Learning | CodeCode Available | 0 | 5 |
| MatCha: Enhancing Visual Language Pretraining with Math Reasoning and Chart Derendering | Dec 19, 2022 | Chart Question AnsweringData Summarization | CodeCode Available | 0 | 5 |
| Scalable k-Means Clustering via Lightweight Coresets | Feb 27, 2017 | ClusteringData Summarization | CodeCode Available | 0 | 5 |
| Streaming Submodular Maximization under a k-Set System Constraint | Feb 9, 2020 | Data SummarizationMovie Recommendation | CodeCode Available | 0 | 5 |
| Fair and Representative Subset Selection from Data Streams | Oct 9, 2020 | Data SummarizationFairness | CodeCode Available | 0 | 5 |
| Synthetic Dataset Generation of Driver Telematics | Jan 30, 2021 | Dataset GenerationData Summarization | CodeCode Available | 0 | 5 |
| Time-to-Pattern: Information-Theoretic Unsupervised Learning for Scalable Time Series Summarization | Aug 26, 2023 | Data SummarizationDiversity | CodeCode Available | 0 | 5 |
| Towards Neural Numeric-To-Text Generation From Temporal Personal Health Data | Jul 11, 2022 | Data SummarizationDecoder | CodeCode Available | 0 | 5 |
| Streaming Robust Submodular Maximization: A Partitioned Thresholding Approach | Nov 7, 2017 | Data Summarization | —Unverified | 0 | 0 |
| Fair Clustering for Data Summarization: Improved Approximation Algorithms and Complexity Insights | Oct 16, 2024 | ClusteringData Summarization | —Unverified | 0 | 0 |
| Towards General Robustness to Bad Training Data | Sep 29, 2021 | Data Summarization | —Unverified | 0 | 0 |
| Fair k-Centers via Maximum Matching | Jan 1, 2020 | Data SummarizationFairness | —Unverified | 0 | 0 |
| Streaming Submodular Maximization under a k-Set System Constraint | Jan 1, 2020 | Data SummarizationMovie Recommendation | —Unverified | 0 | 0 |
| Fast and Private Submodular and k-Submodular Functions Maximization with Matroid Constraints | Jun 28, 2020 | Data Summarization | —Unverified | 0 | 0 |
| Fast determinantal point processes via distortion-free intermediate sampling | Nov 8, 2018 | Data SummarizationPoint Processes | —Unverified | 0 | 0 |
| Fast Distributed Submodular Cover: Public-Private Data Summarization | Dec 1, 2016 | Data SummarizationMovie Recommendation | —Unverified | 0 | 0 |
| Federated Combinatorial Multi-Agent Multi-Armed Bandits | May 9, 2024 | Combinatorial OptimizationData Summarization | —Unverified | 0 | 0 |
| Data Summarization at Scale: A Two-Stage Submodular Approach | Jun 7, 2018 | Data SummarizationVocal Bursts Valence Prediction | —Unverified | 0 | 0 |
| Coresets for Vector Summarization with Applications to Network Graphs | Jun 17, 2017 | Data Summarization | —Unverified | 0 | 0 |
| GIST: Greedy Independent Set Thresholding for Diverse Data Summarization | May 29, 2024 | Data SummarizationDiversity | —Unverified | 0 | 0 |
| Graph Summarization Methods and Applications: A Survey | Dec 14, 2016 | Data SummarizationSurvey | —Unverified | 0 | 0 |
| GreedyML: A Parallel Algorithm for Maximizing Constrained Submodular Functions | Mar 15, 2024 | Data Summarization | —Unverified | 0 | 0 |
| Adaptive Sampling for Fast Constrained Maximization of Submodular Function | Feb 12, 2021 | Data Summarization | —Unverified | 0 | 0 |
| Group Fairness in Non-monotone Submodular Maximization | Feb 3, 2023 | Data SummarizationFairness | —Unverified | 0 | 0 |
