Distributional Shapley: A Distributional Framework for Data Valuation
☆30May 1, 2024Updated last year
Alternatives and similar repositories for DistributionalShapley
Users that are interested in DistributionalShapley are comparing it to the libraries listed below
Sorting:
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆43Nov 10, 2022Updated 3 years ago
- Efficient Computation and Analysis of Distributional Shapley Values (AISTATS 2021)☆22Oct 19, 2023Updated 2 years ago
- Data Shapley: Equitable Valuation of Data for Machine Learning☆289May 1, 2024Updated last year
- 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
- Pushing the limits of capsule networks.☆12Dec 7, 2022Updated 3 years ago
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆138Feb 20, 2025Updated last year
- How Robust are Randomized Smoothing based Defenses to Data Poisoning? (CVPR 2021)☆14Jul 16, 2021Updated 4 years ago
- Official Repo for "Efficient task-specific data valuation for nearest neighbor algorithms"☆26Feb 21, 2020Updated 6 years ago
- A collection of topological data analysis links, frameworks, libraries and software. Inspired by awesome projects line.☆19Aug 7, 2024Updated last year
- Efficient approximation algorithms for Shapley Values in Horizontal Enterprise Federated Learning☆13May 5, 2020Updated 5 years ago
- [Preprint] On the Effectiveness of Mitigating Data Poisoning Attacks with Gradient Shaping☆10Feb 27, 2020Updated 6 years ago
- [CVPR 2021] Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?☆34Dec 26, 2020Updated 5 years ago
- Feature extraction algorithm for genomic data☆15Sep 28, 2021Updated 4 years ago
- A Python package for single-cell spatial image analysis.☆18Aug 24, 2023Updated 2 years ago
- ☆20Jun 1, 2022Updated 3 years ago
- A python library to discover and mitigate biases in machine learning models and datasets☆20Jul 6, 2023Updated 2 years ago
- ☆51Mar 24, 2023Updated 2 years ago
- ☆19Jan 8, 2021Updated 5 years ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆100Feb 4, 2025Updated last year
- Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value (ICML 2023)☆21Jul 26, 2023Updated 2 years ago
- Quality Metrics for evaluating the inter-cluster reliability of Multidimensional Projections☆27Apr 30, 2023Updated 2 years ago
- Data for "Datamodels: Predicting Predictions with Training Data"☆97May 25, 2023Updated 2 years ago
- A visual analytic system for fair data-driven decision making☆26Dec 10, 2022Updated 3 years ago
- Python implementation for evaluating explanations presented in "On the (In)fidelity and Sensitivity for Explanations" in NeurIPS 2019 for…☆25Feb 23, 2022Updated 4 years ago
- Smooshing animals with UMAP and WebGL☆31Sep 20, 2019Updated 6 years ago
- Code base for the practitioner's guide to the ONC algorithm paper published with the Journal of Financial Data Science☆20Jun 8, 2023Updated 2 years ago
- [ICLR'21] Dataset Inference for Ownership Resolution in Machine Learning☆32Oct 10, 2022Updated 3 years ago
- ☆33May 14, 2022Updated 3 years ago
- A set of codes to classify H&E slides using deep learning☆29Mar 9, 2022Updated 3 years ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆143Feb 11, 2026Updated 3 weeks ago
- Implementation of Bayesian NNs in Pytorch (https://arxiv.org/pdf/1703.02910.pdf) (With some help from https://github.com/Riashat/Deep-Ba…☆31Sep 7, 2021Updated 4 years ago
- Package for computing multiparameter persistence summaries☆10Oct 27, 2023Updated 2 years ago
- The MobSTr dataset provides artifacts that demonstrate Model-based Safety Assurance and Traceability for a safety-critical automotive sys…☆10Mar 18, 2022Updated 3 years ago
- exemplar code to download all option chains for a symbol using pyetrade (V1 Etrade API)☆10Sep 28, 2021Updated 4 years ago
- Code for "Generative causal explanations of black-box classifiers"☆35Jan 15, 2021Updated 5 years ago
- Experiments with Neural ODEs and Adversarial Attacks☆44Jan 13, 2019Updated 7 years ago
- ☆11Feb 18, 2022Updated 4 years ago
- Bivariate Shapley is a Shapley-based method of identifying directional feature interactions and feature redundancy☆20May 19, 2025Updated 9 months ago
- Pytorch Implementation of Lightweight and robust representation of economic scales from satellite imagery.☆13Nov 21, 2019Updated 6 years ago