[CVPR 2021] Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?
☆34Dec 26, 2020Updated 5 years ago
Alternatives and similar repositories for Shapley-Study
Users that are interested in Shapley-Study are comparing it to the libraries listed below
Sorting:
- Official Repo for "Efficient task-specific data valuation for nearest neighbor algorithms"☆27Feb 21, 2020Updated 6 years ago
- Measuring data importance over ML pipelines using the Shapley value.☆45Aug 26, 2025Updated 6 months ago
- Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value (ICML 2023)☆21Jul 26, 2023Updated 2 years ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆144Feb 11, 2026Updated last month
- PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuatio…☆27Jan 21, 2022Updated 4 years ago
- This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).☆53Jun 5, 2024Updated last year
- A Python Data Valuation Package☆34Feb 3, 2023Updated 3 years ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆100Feb 4, 2025Updated last year
- AdvDoor: Adversarial Backdoor Attack of Deep Learning System☆32Nov 5, 2024Updated last year
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆43Nov 10, 2022Updated 3 years ago
- Data Banzhaf: A Robust Data Valuation Framework for Machine Learning (AISTATS 2023 Oral)☆18Oct 15, 2023Updated 2 years ago
- ☆10Nov 18, 2021Updated 4 years ago
- This is a simple backdoor model for federated learning.We use MNIST as the original data set for data attack and we use CIFAR-10 data set…☆14Jun 19, 2020Updated 5 years ago
- ☆17Jun 26, 2021Updated 4 years ago
- Implementation of Targeted Backdoor Attacks on Deep Learning Systems Using Data Poisoning paper☆21Jun 3, 2020Updated 5 years ago
- ☆11Sep 8, 2023Updated 2 years ago
- Distributional Shapley: A Distributional Framework for Data Valuation☆30May 1, 2024Updated last year
- Segment graph convolutional neural network for relation classification. Paper in JAMIA.☆10May 13, 2019Updated 6 years ago
- ☆21Oct 14, 2022Updated 3 years ago
- Scalable data valuation using optimal transport (ICLR 2025)☆13Jul 15, 2025Updated 8 months ago
- ☆51Mar 24, 2023Updated 2 years ago
- Official code implementation of "GEX: A flexible method for approximating influence via Geometric Ensemble" (NeurIPS 2023)☆14Jan 3, 2024Updated 2 years ago
- We will do a condition monitoring of a test hydraulic rig, using various sensor values and using xgboost for classification☆12Sep 1, 2018Updated 7 years ago
- ☆14Apr 11, 2021Updated 4 years ago
- Multilabel Out-of-Distribution Detection☆10Nov 23, 2020Updated 5 years ago
- The collection of papers about Private Evolution☆18Oct 7, 2025Updated 5 months ago
- [Under Progress] Code & Data for the AAAI 2020 Paper "Likelihood Ratios and Generative Classifiers For Unsupervised OOD Detection In Task…☆10Jul 25, 2024Updated last year
- The Linear Optimal Transport Framework☆16Oct 7, 2020Updated 5 years ago
- ☆10Apr 7, 2025Updated 11 months ago
- Code for CVPR2018 "Iterative Learning with Open-set Noisy Labels"☆12Mar 12, 2021Updated 5 years ago
- Phishing detection using GNNs (SECRYPT'22)☆15Jun 6, 2025Updated 9 months ago
- This is an official repository for "Performance Scaling via Optimal Transport: Enabling Data Selection from Partially Revealed Sources" (…☆14Oct 26, 2023Updated 2 years ago
- Code for paper: “What Data Benefits My Classifier?” Enhancing Model Performance and Interpretability through Influence-Based Data Selecti…☆23May 17, 2024Updated last year
- Forecast-PEFT: Parameter-Efficient Fine-Tuning for Pre-trained Motion Forecasting Models☆14Oct 6, 2024Updated last year
- DP-HyperparamTuning offers an array of tools for fast and easy hypertuning of various hyperparameters for the DP-SGD algorithm.☆23Sep 27, 2021Updated 4 years ago
- [CCS 2025] DPImageBench is an open-source toolkit developed to facilitate the research and application of DP image synthesis.☆30Feb 19, 2026Updated last month
- ☆68Sep 29, 2020Updated 5 years ago
- ☆16Mar 24, 2023Updated 2 years ago
- Training-free data valuation on deep neural network applications. (ICML-2022)☆27Jul 13, 2022Updated 3 years ago