uvanlp / valda
A Python Data Valuation Package
☆28Updated last year
Alternatives and similar repositories for valda:
Users that are interested in valda are comparing it to the libraries listed below
- Data-OOB: Out-of-bag Estimate as a Simple and Efficient Data Value (ICML 2023)☆18Updated last year
- Conformal Language Modeling☆27Updated last year
- A simple PyTorch implementation of influence functions.☆84Updated 7 months ago
- Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)☆40Updated 2 years ago
- OpenDataVal: a Unified Benchmark for Data Valuation in Python (NeurIPS 2023)☆90Updated last month
- Influence Analysis and Estimation - Survey, Papers, and Taxonomy☆66Updated 10 months ago
- Fairness toolkit for pytorch, scikit learn and autogluon☆30Updated last month
- ☆15Updated 4 years ago
- General fair regression subject to demographic parity constraint. Paper appeared in ICML 2019.☆15Updated 4 years ago
- Distributional Shapley: A Distributional Framework for Data Valuation☆30Updated 8 months ago
- DataInf: Efficiently Estimating Data Influence in LoRA-tuned LLMs and Diffusion Models (ICLR 2024)☆57Updated 3 months ago
- `dattri` is a PyTorch library for developing, benchmarking, and deploying efficient data attribution algorithms.☆55Updated 2 weeks ago
- This is an official repository for "LAVA: Data Valuation without Pre-Specified Learning Algorithms" (ICLR2023).☆45Updated 7 months ago
- ☆22Updated 5 years ago
- A reproduced PyTorch implementation of the Adversarially Reweighted Learning (ARL) model, originally presented in "Fairness without Demog…☆21Updated 3 years ago
- Official repository for CMU Machine Learning Department's 10732: Robustness and Adaptivity in Shifting Environments☆73Updated 2 years ago
- Implementation of Minimax Pareto Fairness framework☆21Updated 4 years ago
- Code for paper: Are Large Language Models Post Hoc Explainers?☆28Updated 5 months ago
- A framework for assessing and improving classification fairness.☆33Updated last year
- [ECCV24] "Challenging Forgets: Unveiling the Worst-Case Forget Sets in Machine Unlearning" by Chongyu Fan*, Jiancheng Liu*, Alfred Hero, …☆19Updated 3 months ago
- Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"☆35Updated 8 months ago
- ☆18Updated 3 years ago
- ☆26Updated 11 months ago
- Official Repository for ICML 2023 paper "Can Neural Network Memorization Be Localized?"☆17Updated last year
- Official code repository for Correct-N-Contrast☆20Updated 2 years ago
- This is a PyTorch reimplementation of Influence Functions from the ICML2017 best paper: Understanding Black-box Predictions via Influence…☆16Updated 4 years ago
- A benchmark for distribution shift in tabular data☆48Updated 7 months ago
- pyDVL is a library of stable implementations of algorithms for data valuation and influence function computation☆115Updated this week
- "Understanding Dataset Difficulty with V-Usable Information" (ICML 2022, outstanding paper)☆82Updated last year
- Code for "Just Train Twice: Improving Group Robustness without Training Group Information"☆68Updated 8 months ago