aai-institute / pyDVL
pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation
☆108Updated last week
Related projects ⓘ
Alternatives and complementary repositories for pyDVL
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆87Updated 3 months ago
- ☆115Updated 7 months ago
- 💱 A curated list of data valuation (DV) to design your next data marketplace☆109Updated this week
- For calculating Shapley values via linear regression.☆65Updated 3 years ago
- A Data-Centric library providing a unified interface for state-of-the-art methods for hardness characterisation of data points.☆23Updated last month
- An amortized approach for calculating local Shapley value explanations☆92Updated 11 months ago
- Conformal prediction for controlling monotonic risk functions. Simple accompanying PyTorch code for conformal risk control in computer vi…☆59Updated last year
- Code for "NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning"☆43Updated 2 years ago
- A Python Data Valuation Package☆28Updated last year
- Our maintained PFN repository. Come here to train SOTA PFNs.☆50Updated last week
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- Reading list for "The Shapley Value in Machine Learning" (JCAI 2022)☆143Updated 2 years ago
- A repo for transfer learning with deep tabular models☆101Updated last year
- PyTorch Explain: Interpretable Deep Learning in Python.☆145Updated 6 months ago
- Build and train Lipschitz constrained networks: TensorFlow implementation of k-Lipschitz layers☆89Updated last month
- Training and evaluating NBM and SPAM for interpretable machine learning.☆76Updated last year
- A simple PyTorch implementation of influence functions.☆79Updated 5 months ago
- 👋 Influenciae is a Tensorflow Toolbox for Influence Functions☆56Updated 7 months ago
- ☆22Updated 5 years ago
- A Python toolbox for conformal prediction research on deep learning models, using PyTorch.☆231Updated this week
- A benchmark for distribution shift in tabular data☆44Updated 5 months ago
- ☆25Updated last year
- Testing Language Models for Memorization of Tabular Datasets.☆30Updated last month
- Influence Estimation for Gradient-Boosted Decision Trees☆25Updated 5 months ago
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆63Updated 8 months ago
- Local explanations with uncertainty 💐!☆39Updated last year
- PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuatio…☆25Updated 2 years ago
- A package for conformal prediction with conditional guarantees.☆47Updated 4 months ago
- Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control☆64Updated this week
- relplot: Utilities for measuring calibration and plotting reliability diagrams☆134Updated 5 months ago