dilyabareeva / quanda
A toolkit for quantitative evaluation of data attribution methods.
☆41Updated this week
Alternatives and similar repositories for quanda:
Users that are interested in quanda are comparing it to the libraries listed below
- MetaQuantus is an XAI performance tool to identify reliable evaluation metrics☆33Updated 10 months ago
- A simple PyTorch implementation of influence functions.☆84Updated 8 months ago
- A fast, effective data attribution method for neural networks in PyTorch☆198Updated 3 months ago
- CoSy: Evaluating Textual Explanations☆14Updated last month
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆95Updated last month
- ☆44Updated 2 years ago
- ☆28Updated last year
- ☆60Updated 3 years ago
- Code for the paper: Discover-then-Name: Task-Agnostic Concept Bottlenecks via Automated Concept Discovery. ECCV 2024.☆36Updated 4 months ago
- Repository for PURE: Turning Polysemantic Neurons Into Pure Features by Identifying Relevant Circuits, accepted at CVPR 2024 XAI4CV Works…☆14Updated 9 months ago
- Dataset and code for the CLEVR-XAI dataset.☆31Updated last year
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆72Updated last year
- Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value (ICML 2023)☆18Updated last year
- Spurious Features Everywhere - Large-Scale Detection of Harmful Spurious Features in ImageNet☆30Updated last year
- Code for paper: Are Large Language Models Post Hoc Explainers?☆30Updated 7 months ago
- Influence Estimation for Gradient-Boosted Decision Trees☆26Updated 9 months ago
- [ICML 2023] Change is Hard: A Closer Look at Subpopulation Shift☆108Updated last year
- NumPy library for calibration metrics☆69Updated 2 weeks ago
- Layer-Wise Relevance Propagation for Large Language Models and Vision Transformers [ICML 2024]☆132Updated last week
- Existing literature about training-data analysis.☆17Updated 3 years ago
- Codebase for information theoretic shapley values to explain predictive uncertainty.This repo contains the code related to the paperWatso…☆20Updated 8 months ago
- Library implementing state-of-the-art Concept-based and Disentanglement Learning methods for Explainable AI☆53Updated 2 years ago
- Official Code Implementation of the paper : XAI for Transformers: Better Explanations through Conservative Propagation☆63Updated 3 years ago
- This repository contains the code of the distribution shift framework presented in A Fine-Grained Analysis on Distribution Shift (Wiles e…☆82Updated this week
- An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization☆124Updated 9 months ago
- ☆62Updated this week
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆63Updated 5 months ago